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linecap="round" linejoin="round"></path><path d="M2.25 14.25H15.75" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div><div class="ml-4 flex text-sm leading-6 whitespace-nowrap min-w-0 space-x-3 overflow-hidden"><div class="flex items-center space-x-3 shrink-0"><span>Limits</span><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 text-gray-400 shrink-0"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div><div class="font-semibold text-gray-900 truncate dark:text-gray-200 min-w-0 flex-1">Pinecone Database limits</div></div></button></div><div class="hidden lg:flex px-12 h-12"><div class="nav-tabs h-full flex text-sm gap-x-6"><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/guides/get-started/overview">Guides<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium hover:text-gray-800 dark:hover:text-gray-300 text-gray-800 dark:text-gray-200 [text-shadow:-0.2px_0_0_currentColor,0.2px_0_0_currentColor]" data-active="true" aria-current="location" href="/reference/api/introduction">Reference<div class="absolute bottom-0 h-[1.5px] w-full left-0 bg-primary dark:bg-primary-light"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/examples/notebooks">Examples<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/models/overview">Models<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/integrations/overview">Integrations<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/troubleshooting/contact-support">Troubleshooting<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a><a class="link nav-tabs-item group relative h-full gap-2 flex items-center font-medium text-gray-600 dark:text-gray-400 hover:text-gray-800 dark:hover:text-gray-300" href="/release-notes/2026">Releases<div class="absolute bottom-0 h-[1.5px] w-full left-0 group-hover:bg-gray-200 dark:group-hover:bg-gray-700"></div></a></div></div><style>:root{--topbar-tabs-height:3rem}</style></div></div></header><div class="scroll-mt-(--scroll-mt) peer-[.is-custom]:max-w-none peer-[.is-center]:max-w-3xl peer-[.is-not-custom]:peer-[.is-not-center]:max-w-8xl peer-[.is-not-custom]:px-4 peer-[.is-not-custom]:mx-auto peer-[.is-not-custom]:lg:px-8 peer-[.is-wide]:lg:*:last:max-w-216 peer-[.is-not-custom]:peer-[.is-not-center]:lg:flex peer-[.is-custom]:[&amp;&gt;:first-child]:hidden! peer-[.is-custom]:[&amp;&gt;:first-child]:sm:hidden! peer-[.is-custom]:[&amp;&gt;:first-child]:md:hidden! peer-[.is-custom]:[&amp;&gt;:first-child]:lg:hidden! peer-[.is-custom]:[&amp;&gt;:first-child]:xl:hidden! peer-[.is-center]:[&amp;&gt;:first-child]:hidden! peer-[.is-center]:[&amp;&gt;:first-child]:sm:hidden! peer-[.is-center]:[&amp;&gt;:first-child]:md:hidden! peer-[.is-center]:[&amp;&gt;:first-child]:lg:hidden! peer-[.is-center]:[&amp;&gt;:first-child]:xl:hidden!"><nav aria-label="Pages" class="z-20 hidden lg:block sticky self-start shrink-0 w-[18rem] top-[calc(var(--mintlify-slot-header-height,calc(4rem+var(--topbar-tabs-height,0rem)))+var(--banner-height,2.5rem))] h-[calc(100dvh-var(--mintlify-slot-header-height,calc(4rem+var(--topbar-tabs-height,0rem)))-var(--banner-height,2.5rem))]" id="sidebar"><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" id="sidebar-content" class="min-w-0 absolute! inset-0 z-10"><div role="presentation" data-id="base-ui-_R_2tbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] pr-8 pb-10 base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-0! w-full"><div class="relative lg:text-sm lg:leading-6"><div class="sticky top-0 h-8 pointer-events-none z-10 bg-linear-to-b from-background-light dark:from-background-dark"></div><div id="navigation-items"><button type="button" tabindex="0" aria-haspopup="menu" id="base-ui-_R_rratbsnlhjiuasnpfiutb_" class="group disabled:pointer-events-none [&amp;&gt;span]:line-clamp-1 overflow-hidden group focus-visible:outline-2 focus-visible:-outline-offset-2 focus-visible:outline-primary dark:focus-visible:outline-primary-light text-sm text-gray-950/50 dark:text-white/50 group-hover:text-gray-950/70 dark:group-hover:text-white/70 nav-dropdown-trigger mb-4 z-10 group flex w-full items-center pl-2 pr-3.5 py-1.5 rounded-[0.85rem] border border-gray-200/70 dark:border-white/[0.07] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 gap-1"><div class="nav-dropdown-item-icon size-8 flex items-center justify-center rounded-lg shrink-0 border border-gray-200/70 dark:border-white/[0.07]"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! size-4 bg-primary dark:bg-primary-light" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/database.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/database.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="nav-dropdown-item-text-container flex-1 px-1 flex flex-col grow text-left"><p class="nav-dropdown-item-title text-base lg:text-sm font-medium text-gray-800 dark:text-gray-300">Pinecone Database</p></div><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 rotate-90"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>APIs</span></h3></div><ul class="sidebar-group space-y-px"><li id="/reference/api/introduction" class="relative scroll-m-4 first:scroll-m-20" data-title="Introduction"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/api/introduction"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Introduction</span></div></div></a></li><li id="/reference/api/authentication" class="relative scroll-m-4 first:scroll-m-20" data-title="Authentication"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/api/authentication"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Authentication</span></div></div></a></li><li id="/reference/api/versioning" class="relative scroll-m-4 first:scroll-m-20" data-title="Versioning"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/api/versioning"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Versioning</span></div></div></a></li><li data-title="Limits" data-group-tag="" data-active="true" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="true" aria-controls="_R_ihdratbsnlhjiuasnpfiutb_"><div class=""><span>Limits</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5 duration-75 rotate-90"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button><ul id="_R_ihdratbsnlhjiuasnpfiutb_" class="space-y-px"><li id="/reference/api/database-limits" class="relative scroll-m-4 first:scroll-m-20" data-title="Database limits" data-active="true" data-active-nav-item="true"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] bg-primary/10 text-primary [text-shadow:-0.2px_0_0_currentColor,0.2px_0_0_currentColor] dark:text-primary-light dark:bg-primary-light/10" style="padding-left:1.75rem" aria-current="page" href="/reference/api/database-limits"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Database limits</span></div></div></a></li><li id="/reference/api/known-limitations" class="relative scroll-m-4 first:scroll-m-20" data-title="Known limitations"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1.75rem" href="/reference/api/known-limitations"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Known limitations</span></div></div></a></li></ul></li><li id="/reference/api/errors" class="relative scroll-m-4 first:scroll-m-20" data-title="Errors"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/api/errors"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Errors</span></div></div></a></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>Database</span></h3></div><ul class="sidebar-group space-y-px"><li data-title="Indexes" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Indexes</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Namespaces" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Namespaces</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Vectors" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Vectors</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Search" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Search</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Imports" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Imports</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Backups" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Backups</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Backup schedules" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Backup schedules</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>Inference</span></h3></div><ul class="sidebar-group space-y-px"><li data-title="Embed" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Embed</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Rerank" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Rerank</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Models" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Models</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>Admin</span></h3></div><ul class="sidebar-group space-y-px"><li data-title="API keys" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>API keys</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Projects" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Projects</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Service accounts" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Service accounts</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Users" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Users</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Invites" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Invites</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Role bindings" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Role bindings</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>SDKs</span></h3></div><ul class="sidebar-group space-y-px"><li id="/reference/pinecone-sdks" class="relative scroll-m-4 first:scroll-m-20" data-title="Pinecone SDKs overview"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/pinecone-sdks"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Pinecone SDKs overview</span></div></div></a></li><li data-title="Python" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Python</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Node.js" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Node.js</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Java" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Java</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li><li data-title="Go" data-group-tag="" class="space-y-px"><button class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" aria-expanded="false"><div class=""><span>Go</span></div><div class="h-[1lh] flex items-center shrink-0"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 w-2 h-[1lh] -mr-0.5"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></button></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>CLI</span></h3></div><ul class="sidebar-group space-y-px"><li id="/reference/cli/quickstart" class="relative scroll-m-4 first:scroll-m-20" data-title="Quickstart"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/cli/quickstart"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Quickstart</span></div></div></a></li><li id="/reference/cli/command-reference" class="relative scroll-m-4 first:scroll-m-20" data-title="Command reference"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/cli/command-reference"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Command reference</span></div></div></a></li><li id="/reference/cli/authentication" class="relative scroll-m-4 first:scroll-m-20" data-title="Authentication"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 break-words hyphens-auto rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/cli/authentication"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Authentication</span></div></div></a></li><li id="/reference/cli/target-context" class="relative scroll-m-4 first:scroll-m-20" data-title="Target context"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/cli/target-context"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Target context</span></div></div></a></li></ul></div><div class="mt-6 lg:mt-8"><div class="sidebar-group-header flex items-center gap-2.5 pl-4 mb-3.5 lg:mb-2.5 font-semibold text-gray-900 dark:text-gray-200"><h3 class="sidebar-title text-[length:inherit] font-[inherit] leading-[inherit]"><span>Tools</span></h3></div><ul class="sidebar-group space-y-px"><li id="/reference/tools/pinecone-spark-connector" class="relative scroll-m-4 first:scroll-m-20" data-title="Spark-Pinecone connector"><a class="group flex items-start pr-3 py-1.5 cursor-pointer gap-x-3 text-left focus-visible:-outline-offset-2 rounded-xl w-full outline-offset-[-1px] hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300" style="padding-left:1rem" href="/reference/tools/pinecone-spark-connector"><div class="flex-1 flex min-w-0 items-start gap-x-2.5"><div class="flex min-w-0 flex-1 flex-wrap items-center gap-1.5 [word-break:break-word]"><span class="min-w-0 max-w-full break-words hyphens-auto">Spark-Pinecone connector</span></div></div></a></li></ul></div><script>(function () {
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})();</script></div></div></div></div></div></nav><main id="content-container" class="lg:flex-1 lg:min-w-0"><script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://docs.pinecone.io/#organization","name":"Pinecone Docs","url":"https://docs.pinecone.io","logo":{"@type":"ImageObject","url":"https://mintcdn.com/pinecone/HsZKO51bNmpAasdT/logo/Pinecone-Full-Logo-Black.svg?fit=max&auto=format&n=HsZKO51bNmpAasdT&q=85&s=211d0e7bbefc29ce3b8feee1a05d76ee"}},{"@type":"WebSite","@id":"https://docs.pinecone.io#website","name":"Pinecone Docs","url":"https://docs.pinecone.io","publisher":{"@id":"https://docs.pinecone.io/#organization"}},{"@type":"WebPage","@id":"https://docs.pinecone.io/reference/api/database-limits#webpage","url":"https://docs.pinecone.io/reference/api/database-limits","name":"Pinecone Database limits","description":"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.","dateModified":"2026-08-11T14:29:35.139Z","isPartOf":{"@id":"https://docs.pinecone.io#website"},"breadcrumb":{"@id":"https://docs.pinecone.io/reference/api/database-limits#breadcrumb"}},{"@type":"BreadcrumbList","@id":"https://docs.pinecone.io/reference/api/database-limits#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"APIs","item":"https://docs.pinecone.io/reference/api/introduction"},{"@type":"ListItem","position":2,"name":"Pinecone Database limits","item":"https://docs.pinecone.io/reference/api/database-limits"}]},{"@type":["Article","TechArticle"],"@id":"https://docs.pinecone.io/reference/api/database-limits#article","headline":"Pinecone Database limits","name":"Pinecone Database limits","description":"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.","url":"https://docs.pinecone.io/reference/api/database-limits","mainEntityOfPage":{"@id":"https://docs.pinecone.io/reference/api/database-limits#webpage"},"image":"https://www.pinecone.io/images/docs_og_image_v2.png","dateModified":"2026-08-11T14:29:35.139Z","publisher":{"@id":"https://docs.pinecone.io/#organization"},"isPartOf":{"@id":"https://docs.pinecone.io#website"}}]}</script><script>document.documentElement.setAttribute('data-page-mode', "none");</script><span class="fixed inset-0 bg-background-light dark:bg-background-dark -z-10 pointer-events-none" id="background-color"></span><span class="block absolute dark:hidden inset-0 overflow-hidden pointer-events-none"></span><span class="hidden absolute dark:block inset-0 overflow-hidden pointer-events-none"></span><style data-custom-css-index="0" data-custom-css-path="styles.css">/* Global styles */

:root {
  --brand-blue: #002BFF;
  --primary-main: #002BFF;
  --primary-dark: #222160;
  --text-contrast: #FFFFFF;
  --background: #FBFBFC;
  --paper: #FFFFFF;
  --surface: #F2F3F6;
  --divider: #D8DDDF;
  --secondary: #72788D;
  --error: #E31957;
  --warning: #DD815D;
  --success: #15B077;
  --info: #0028FF;
  --text-primary: #1C1917;
  --text-secondary: #72788D;
  --text-disabled: #121142;
  --white: #FFFFFF;
  --black: #121142;
  --overlay: #2B3244;
  --border: #e7e5e4;
}

.dark {
  --brand-blue: #1E86EE;
  --primary-main: #002BFF;
  --primary-dark: #222160;
  --text-contrast: #FFFFFF;
  --background: #171717;
  --paper: #1E1E1E;
  --surface: #252525;
  --divider: #2A2A2A;
  --secondary: #72788D;
  --error: #E31957;
  --warning: #DD815D;
  --success: #15B077;
  --info: #0028FF;
  --text-primary: #FFFFFF;
  --text-secondary: #A0A0A0;
  --text-disabled: #666666;
  --white: #FFFFFF;
  --black: #000000;
  --overlay: #2B3244;
  --border: #303030;
}

.dark .dark-inverted {
  filter: invert(1);
}

#topbar-cta-button {
  margin-left: 1rem;
}

#topbar-cta-button > a {
  display: flex;
  align-items: center;
  padding: 0.375rem 1rem !important;
  gap: 0.5rem;
  background-color: var(--brand-blue);
  color: var(--text-contrast) !important;
  border-radius: 0.25rem;
  font-weight: 500;
  letter-spacing: 0.4px;
}

#topbar-cta-button a:hover {
  background-color: var(--primary-dark) !important;
}


/* #topbar-cta-button span {
  border-radius: 4px;
  font-weight: 500;
  letter-spacing: 0.4px;
} */

/* #topbar-cta-button div > svg {
  display: none;
} */

/* inserting svg via :after isn't working for some reason, used js instead */
/* #topbar-cta-button div::after {
  content: url('data:image/svg+xml;utf8,<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="Icon Right"><path id="Vector" d="M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z" fill="white"/></g></svg>');
  content: "test";
  display: block;
  width: 20px;
  height: 20px;
  margin-left: 8px;
  background-image: url('data:image/svg+xml;utf8,<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="Icon Right"><path id="Vector" d="M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z" fill="white"/></g></svg>');
  background-color: #000000;
  background-size: contain;
  background-repeat: no-repeat;
  background-position: center;
} */


.documentation-link {
  color: var(--brand-blue);
  text-decoration: none;
}

.documentation-link:hover {
  color: #000000;
  /* Black color when hovering */
}

.custom-button {
  display: inline-block;
  padding: 2px 8px;
  background-color: var(--surface);
  color: var(--text-primary);
  /* Text color */
  border: 1px solid var(--border);
  /* Border color */
  border-radius: 25px;
  /* Rounded borders */
  text-align: center;
  user-select: none;
  transition: background-color 0.3s ease;
  /* Smooth transition for background color */
}

/* Change the button color on hover (make it unclickable) */
.custom-button:hover {
  background-color: var(--primary-main);
  color: var(--text-contrast);
}

/* Adjust the width for the second column */
/* td:nth-child(2) {
  width: 200px; /* Adjust the width as per your requirement
} */

/* 
Add an announcement bar 
TODO: This can be version specific if you add a page-specific class/ID, but it doesn't seem to work for the OpenAI docs without rewriting the JSON
*/
/*  #navbar:before {
  background-color: #ff4c04;
  content: "The legacy version of the API, which required regional URLs for control plane operations, is deprecated as of April 15, 2024 and will be removed in a future, to be announced, release.";
  color: rgb(255, 255, 255);
  display: block;
  text-align: center;
  padding: 6px;
  font-size: 90%;
}
*/
/* Text color */
/* body {
  color: #121142 !important;
} */

/* Header */
#navbar {
  background: var(--background);
  position: fixed;
  /* position: sticky !important; */
  /* top: 0 !important; */
}

#navbar-transition {
  border-bottom: 1px solid var(--border);
}

#navbar .max-w-8xl {
  max-width: 100%;
}

/* Logo + "Docs" text + version select */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:first-of-type {
  flex: initial;
}

#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:first-of-type>a:first-of-type {
  flex: initial;
  display: flex;
}

#navbar img[alt="logo"] {
  max-width: 150px;
  min-width: 150px;
}

/* Ensure logo has min width*/
#navbar > div > div > div > div > div > div.flex-1.flex.items-center > a:first-child {
  min-width: 209px;
}

/* Version select */
[aria-haspopup="menu"] {
  border-radius: 0.25rem;
  border: 1px solid var(--border);
  background-color: transparent !important;
  color: var(--text-primary)
}

[aria-labelledby="headlessui-menu-button-:r0:"] {
  width: 11rem;
}

/* Right side nav container */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3) {
  flex: initial;
  margin-left: 0;
}

/* Prevent nav items from shrinking */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3)>nav {
  flex-shrink: 0;
}

/* nav links */
#navbar nav a {
  color: var(--text-primary);
  padding: 0.6rem 1rem;
  transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1);
}

/* #navbar a:hover {
  background-color: var(--paper);
  border-radius: 0.25rem;
} */

#navbar nav ul li:not(:last-of-type) {
  margin-left: 0;
}

/* Hide dark mode toggle */
/* #navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3)>div {
  display: none;
} */

/* Second nav container */
/* Links */
#navbar a {
  color: var(--text-primary);
  margin: 0;
  padding-left: 0.875rem;
  padding-right: 0.875rem;
}

#navbar .nav-tabs {
  gap: 0 !important;
}

/* Selected links */
#navbar a.font-semibold {
  color: var(--brand-blue);
  border-bottom-width: 0.1875rem;
  border-color: var(--brand-blue);
}

#navbar div.absolute.bottom-0 {
  display: none;
}

/* Sidebar */
#sidebar {
  left: 0rem;
  padding-left: 3rem;
  background: var(--background);
  border-right: 1px solid var(--border);
  /* position: sticky; */
  /* flex-shrink: 0; */
  /* top: 0; */
}

#sidebar div.sticky {
  visibility: hidden;
}

#sidebar-content {
  padding-left: 2rem;
}

/* Sidebar headings and link color */
#sidebar-content h5,
#sidebar a,
#sidebar li div {
  color: var(--text-primary);
}

/* Sidebar Introduction link */
#sidebar>div>ul>div:first-of-type>li:only-of-type {
  margin-left: 0;
}

#sidebar>div>ul>div:first-of-type>li:only-of-type>a {
  font-weight: 600;
}

/* Nav items */
#navigation-items>div>ul>li {
  margin-left: 0.75rem;
}

/* Selected nav items */
#navigation-items>div>ul>li a.font-semibold {
  font-weight: 400;
  background-color: var(--surface);
}

#navigation-items #mobile-divider {
  display: none;
}

/* Main content area */
/* main > div:first-of-type > div:last-of-type > div:first-of-type {
  display: flex;
} */
@media screen and (min-width: 1024px) {
  #content-area>div:first-child:not(#header)>div.relative.w-full.flex.items-center.justify-center:first-child {
    margin-top: 7rem
  }
}


/* Content container */
/* #content-container {
  padding-left: 3.5rem !important;
} */
#content-container>div {
  padding-top: 10rem;
}

@media (min-width: 1024px) {
  #content-container>div {
    gap: 3rem;
  }

  #content-container #table-of-contents {
    padding-left: 0;
  }
}

/* Title eyebrow */
#header .eyebrow {
  text-transform: uppercase;
  color: var(--text-primary);
  font-size: 0.625rem;
  letter-spacing: 1px;
  line-height: 160%;
}

/* Hide empty eyebrow */
#header .eyebrow:empty {
  display: none;
}

/* Title container */
#header>div:first-of-type>div:nth-of-type(2) {
  margin-top: 0;
}

/* Title */
#header h1 {
  color: var(--text-primary);
}

/* Article text */
.prose h2,
.prose h3,
.prose h4,
.prose p,
.prose li {
  color: var(--text-primary);
}

.prose table th, .prose table td {
  color: var(--text-primary) !important;
}

.prose a {
  color: var(--brand-blue) !important;
  font-weight: 400;
}

/* Overwrite tailwind max-width */
.max-w-8xl {
  max-width: 94.5rem;
}

.card {
  box-shadow: none;
  border: 1px solid var(--border) !important;
  border-radius: 0.25rem;
  transition: box-shadow 0.3s ease;
  background-color: var(--paper) !important;
}

.card:hover {
  border: 1px solid var(--border) !important;
}

:not(.dark) .card:hover {
  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12) !important;
}

.dark .card:hover {
  box-shadow: none !important;
}

.card>div {
  padding: 1.5rem;
}

.card h2,
.example-card h2 {
  font-size: 1.25rem;
}

.card p,
.example-card p, .example-card span[data-as="p"] {
  margin-top: 0.625rem;
  font-size: 0.875rem;
  color: var(--text-primary);
}

.card .eyebrow {
  font-size: 0.625rem;
  text-transform: uppercase;
  line-height: 160%;
  letter-spacing: 1px;
}

.card .integration-logo { 
  width: 3.125rem;  
  height: 3.125rem; 
  display: flex; 
  justify-content: center; 
  align-items: center; 
} 
.card .integration-logo-long { 
  width: 5.125rem; 
  height: 3.125rem; 
  display: flex; 
  justify-content: center; 
  align-items: center; 
}

.card-grid {
  display: grid;
  gap: 1.5rem;
}

@media (min-width: 640px) {
  .card-grid {
    grid-template-columns: 1fr 1fr;
  }
}

@media (min-width: 1024px) {
  .card-grid {
    grid-template-columns: 1fr 1fr 1fr;
  }
}

.example-card {
  box-shadow: none;
  border: 1px solid var(--border);
  border-radius: 0.25rem;
  transition: box-shadow 0.3s ease;
  padding: 1.5rem;
  display: flex;
  flex-direction: column;
  flex-grow: 1;
  background-color: var(--paper);
}

.example-card .arrow {
  margin-left: auto;
  margin-top: auto;
  opacity: 0;
  transition: opacity 0.3s ease;
}

.example-card:hover .arrow {
  opacity: 1;
}

.example-card:hover {
  border: 1px solid var(--border) !important;
}

:not(.dark) .example-card:hover {
  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);
}

.dark .example-card:hover {
  box-shadow: none !important;
}

.example-card .tags {
  display: flex;
  flex-wrap: wrap;
  gap: 0.75rem;
  margin-top: 1.5rem;
}

.example-card .card-tag {
  border-radius: 1rem;
  background-color: var(--background);
  color: var(--text-primary);
  font-size: 0.8125rem;
  line-height: 138%;
  letter-spacing: 0.16px;
  padding: 0.1875rem 0.375rem;
  display: flex;
  gap: 0.375rem;
  align-items: center;
}

.example-card .vectors {
  color: var(--background);
  display: flex;
  flex-wrap: wrap;
  justify-content: space-between;
  gap: 1rem;
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
  padding-top: 2.875rem;
  margin-top: auto;
}

.examples-h2 {
  font-size: 1.25rem;
  margin-bottom: 1.5rem;
}

/* Integrations related articles */
#related-articles {
  display: flex;
  flex-direction: column;
  width: 100%;
}

#related-articles h2 {
  color: var(--text-primary);
  font-size: 1.25rem;
  font-weight: 600;
  letter-spacing: 0.15px;
  line-height: 150%;
  margin-bottom: 1rem;
}

#related-articles a {
  padding: 1.0625rem 0;
  display: flex;
  align-items: flex-start;
  justify-content: space-between;
  gap: 1rem;
  color: var(--text-primary);
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
}

#related-articles a:not(:last-of-type) {
  border-bottom: 1px solid var(--border);
}

#related-articles a:hover {
  opacity: 0.7;
}

#related-articles a>svg {
  flex-shrink: 0;
}

/* Integrations back button */
#back-button {
  display: flex;
  gap: 0.5rem;
  align-items: center;
  color: var(--text-primary) !important;
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin-bottom: 1.5rem;
}

#back-button:hover {
  opacity: 0.7;
}

#back-button>svg {
  flex-shrink: 0;
}

/* Sample apps */

.sample-app {
  color: var(--text-primary);
}

.sample-app h2 {
  font-size: 2.125rem;
  font-weight: 600;
  line-height: 123.5%;
  letter-spacing: 0.25px;
}

.sample-app h2:not(:first-of-type) {
  margin: 4rem 0 0 0;
}

.sample-app h2:first-of-type {
  margin: 0;
}

.sample-app h3 {
  font-size: 1.25rem;
  font-weight: 600;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin: 3rem 0 0 0;
}

.sample-app h4 {
  font-size: 0.875rem;
  font-weight: 700;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin: 3rem 0 0 0;
}

.sample-app p,
.sample-app ul {
  margin: 1.5rem 0 0 0;
  font-size: 0.875rem;
  list-style-type: disc;
}

.sample-app li::before {
  display: none;
}

.sample-app li {
  padding-left: 0 !important;
  margin-left: 1.25rem;
}

.sample-app li::marker {
  color: var(--text-primary);
}

.sample-app-heading {
  display: flex;
  flex-direction: column;
  align-items: center;
  text-align: center;
}

.sample-app-heading .eyebrow {
  color: var(--text-primary);
  font-size: 0.625rem;
  line-height: 160%;
  letter-spacing: 1px;
  text-transform: uppercase;
}

.sample-app-heading h1 {
  color: var(--text-primary);
  margin: 0.5rem 0 0 0;
  font-size: 2.125rem;
  font-weight: 600;
  line-height: 123.5%;
  letter-spacing: 0.25px;
}

.sample-app-heading p {
  color: var(--text-primary);
  margin: 0.5rem 0 1.5rem 0;
  font-size: 1.25rem;
  font-weight: 600;
  line-height: 150%;
  letter-spacing: 0.15px;
}

/* Sample apps content area with sidebar */
.sample-app-split {
  display: flex;
  flex-direction: column;
  gap: 3rem;
}

.sample-app-split .sidebar a:not(.connect-with-pinecone) {
  font-size: 0.875rem;
  color: var(--text-primary);
  border-bottom: none;
}

.sample-app-split .toc-list {
  display: flex;
  flex-direction: column;
  gap: 1rem;
}

.sample-app-split .toc-list a.bold {
  font-weight: 700;
  margin-top: 0.5rem;
}

.sample-app-split>.content.no-margin>p:first-of-type {
  margin-top: 0 !important;
}

.connect-with-pinecone {
  border: 1px solid var(--border);
  border-radius: 0.25rem;
  padding: 0.5rem 1rem;
  display: inline-flex;
  align-items: center;
  gap: 0.5rem;
  font-size: 0.875rem;
  font-weight: 500;
  line-height: 1.5rem;
  letter-spacing: 0.4px;
  color: var(--text-primary) !important;
  text-decoration: none;
  align-self: flex-start;
}

@media (min-width: 1280px) {
  .sample-app-split {
    flex-direction: row;
  }

  .sample-app-split .content {
    overflow-x: auto;
  }

  .sample-app-split .sidebar {
    width: 20.625rem;
    flex-shrink: 0;
  }
}

/* Hacky codeblock targeting */
/* div[class*="bg-codeblock"].relative {
  border-radius: 0.25rem; */
  /* border: 1px solid var(--border); */
/* } */

/* :not(.dark) div[class*="bg-codeblock"].relative {
  background: var(--black);
}

.dark div[class*="bg-codeblock"].relative {
  background: var(--paper);
}  */

p>code {
  font-size: 0.75rem;
  line-height: 150%;
  letter-spacing: 0.5px;
  border-radius: 0.25rem;
  padding: 0.125rem 0.5rem;
  background-color: var(--paper) !important;
  color: var(--text-primary) !important;
  border: none;
}

code .api-key.set {
  color: orange;
}

.pinecone-connect-connected {
  width: 100%;
  max-width: 31.25rem;
  background-color: var(--paper);
  transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;
  border-radius: 0.25rem;
  padding: 1.5rem;
  margin: 1.5rem 0;
  border: 1px solid var(--border);
}

.pinecone-connect-connected img {
  height: 1.875rem;
  margin: 0;
}

.pinecone-connect-connected p {
  color: var(--text-primary) !important;
}

.pinecone-connect-connected p:last-of-type {
  margin-top: 0.75rem;
}

.remove-api-key {
  display: flex;
  width: 100%;
  max-width: 31.25rem;
  margin-top: -1.25rem;
}

.remove-api-key>button {
  font-size: 0.8125rem;
  font-weight: 500;
  color: var(--brand-blue);
  margin-left: auto;
}

.connect-widget-skeleton {
  margin-block: 45px;
  width: 100%;
  max-width: 31.25rem;
  height: 180px;
  background: var(--paper);
  border-radius: 4px;
  overflow: hidden;
  position: relative;
  border: 1px solid var(--border);
}

.skeleton-content {
  width: 100%;
  max-width: 450px;
  height: 180px;
  background: linear-gradient(90deg,
      rgba(255, 255, 255, 0) 0%,
      rgba(255, 255, 255, 0.6) 50%,
      rgba(255, 255, 255, 0) 100%);
  animation: shimmer 1.5s infinite;
  position: absolute;
  top: 0;
  left: 0;
}

@keyframes shimmer {
  0% {
    transform: translateX(-100%);
  }

  100% {
    transform: translateX(100%);
  }
}

/* Model Gallery */

.featured-card-container {
  padding: 0 1rem;
  position: relative;
  width: 100%;
  margin: 1rem 0;
  overflow: visible;
  -webkit-overflow-scrolling: touch;
}

.featured-model-cards {
  display: grid;
  grid-auto-flow: column;
  grid-auto-columns: calc(25% - 0.75rem);
  gap: 1rem;
  overflow-x: auto;
  scroll-behavior: smooth;
  scroll-snap-type: x mandatory;
  -webkit-overflow-scrolling: touch;
  padding: 1rem 0;
  margin: -1rem 0;
  scrollbar-width: none;
  -ms-overflow-style: none;
  cursor: grab;
}

.featured-model-cards>* {
  scroll-snap-align: start;
}

.carousel-button {
  position: absolute;
  top: 50%;
  transform: translateY(-50%);
  width: 2.5rem;
  height: 2.5rem;
  border-radius: 9999px;
  background: var(--paper);
  box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1);
  display: flex;
  align-items: center;
  justify-content: center;
  z-index: 10;
  cursor: pointer;
  border: 1px solid var(--border);
  padding: 0;
}

.carousel-button:hover {
  background-color: var(--background);
  transform: translateY(-50%) scale(1.05);
  box-shadow: 0 6px 8px -2px rgb(0 0 0 / 0.15);
}

.carousel-button.prev {
  left: -1.25rem;
}

.carousel-button.next {
  right: -1.25rem;
}

/* Make sure parent containers don't clip the buttons */
#content-container,
#content-area,
main {
  overflow: visible !important;
}

@media (max-width: 1280px) {
  .featured-model-cards {
    grid-auto-columns: calc(33.333% - 0.67rem);
  }
}

@media (max-width: 1024px) {
  .featured-model-cards {
    grid-auto-columns: calc(50% - 0.5rem);
  }
}

@media (max-width: 768px) {
  .featured-model-cards {
    grid-auto-columns: 90%;
    padding-bottom: 1rem;
  }

  .carousel-button {
    display: none !important;
  }

  .featured-card-container {
    padding: 0;
  }
}

:not(.dark) .model-card:hover {
  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);
}

.dark .model-card:hover {
  box-shadow: none !important;
}

.outlined-button {
  display: flex;
  flex-direction: column;
  justify-content: center;
  align-items: center;
  width: 150px;
  height: 36px;
  padding: 4px;
  border-radius: 4px;
  border: 1px solid var(--border);
  color: var(--paper);
  text-decoration: none;
  font-size: 14px;
  letter-spacing: 0.4;
  text-align: center;
  color: var(--text-primary);
  font-weight: 500;
  transition: background-color 0.3s ease, border 0.3s ease, color 0.3s ease;
}

.outlined-button:hover {
  background-color: var(--paper);
  border: 1px solid var(--brand-blue);
  color: var(--text-primary);
}


.control {
  position: absolute;
  top: 50%;
  transform: translateY(-50%);
  background-color: rgba(255, 255, 255, 0.7);
  border-radius: 50%;
  width: 40px;
  height: 40px;
  display: flex;
  align-items: center;
  justify-content: center;
  cursor: pointer;
  opacity: 0.5;
  transition: opacity 0.3s ease;
}

.control:hover {
  opacity: 1;
}

.prev-slide {
  left: 10px;
}

.next-slide {
  right: 10px;
}

.inference-text p {
  margin-top: 0rem;
}


/* Model page */
.model-page-card {
  padding: 1.5rem;
  border-radius: 0.25rem;
  border: 1px solid var(--border);
  background: var(--paper);
  margin-bottom: 2.5rem;
}

.model-page-card-title {
  display: flex;
  flex-wrap: wrap;
  gap: 1rem;
  align-items: center;
}

.model-page-card-title>h1 {
  font-size: 1.5rem;
  color: var(--text-primary);
}

.model-page-card-logo {
  width: 2.125rem;
  height: 2.125rem;
  flex-shrink: 0;
}

.model-page-card-logo>img {
  width: 100%;
  height: 100%;
  object-fit: contain;
}

.model-page-card-inference {
  border-radius: 1rem;
  border: 1px solid var(--border);
  padding: 0.25rem 0.375rem 0.25rem 0.25rem;
  display: flex;
  align-items: center;
  gap: 0.375rem;
  font-size: 0.8125rem;
}

.model-page-card-stats {
  display: flex;
  gap: 1.5rem;
  flex-wrap: wrap;
  margin-top: 1rem;
}

.model-page-card-stats>div>span {
  font-size: 0.625rem;
  color: var(--text-secondary);
  letter-spacing: 0.2px;
  font-weight: 500;
}

.model-page-card-stats>div>p, .model-page-card-stats>div>span[data-as="p"] {
  display: block;
  font-size: 0.75rem;
  color: var(--text-primary);
  letter-spacing: 0.17px;
}

.model-page-card-stats>div.price {
  margin-left: auto;
}

.model-page-card-stats>div.price>p {
  margin-left: auto;
  font-weight: 600;
}

.model-page-tabs {
  display: flex;
  width: 100%;
  border-bottom: 1px solid var(--border);
  margin-bottom: 2rem;
}

.model-page-tabs>button {
  padding: 0.5625rem 1rem;
  border-bottom: 1px solid transparent;
  color: var(--secondary);
  display: flex;
  align-items: center;
  gap: 0.375rem;
  font-weight: 500;
  letter-spacing: 0.4px;
}

.model-page-tabs>button>svg>path {
  fill: var(--secondary);
}

.model-page-tabs>button.active {
  border-bottom: 2px solid var(--brand-blue);
  color: var(--brand-blue);
}

.model-page-tabs>button.active>svg>path {
  fill: var(--brand-blue);
}

.model-page-playground {
  display: none;
}

.model-page-guides {
  display: flex;
  flex-direction: column;
  gap: 3rem;
}

.model-page-content {
  flex-shrink: 1;
  width: auto;
  max-width: 1050px;

  @media (max-width: 1500px) {
    max-width: 700px;
  }
}

.model-page-content> :first-child {
  margin-top: 0;
}

.model-page-content pre {
  white-space: pre-wrap;
}

.model-page-sidebar {
  width: 100%;
  flex-shrink: 1;
}

.model-page-sidebar .iframe-placeholder {
  height: 800px;
}

/* removing inline padding for now */
@media (min-width: 1280px) {
  .model-search-container {
    padding-inline: 0px;
  }
}

.model-page-sidebar-readmore {
  font-size: 0.875rem;
  font-style: normal;
  font-weight: 500;
  line-height: 150%;
  letter-spacing: 0.15px
}

.model-page-sidebar-readmore svg {
  margin-bottom: 2px;
}

.model-search-container {
  min-height: 2000px;

  @media (max-width: 768px) {
    min-height: 2000px;
  }
}

#model-search-iframe {
  min-height: 2000px;
}

@media (min-width: 1080px) {
  .model-page-guides {
    flex-direction: row;
  }

  .model-page-sidebar {
    max-width: 20.6875rem;
    flex-shrink: 0;
  }

}

/* Hide scrollbar for Chrome/Safari */
.featured-model-cards::-webkit-scrollbar {
  display: none;
}

/* Show grabbing cursor while actively scrolling */
.featured-model-cards:active {
  cursor: grabbing;
}

/* Add minimum width for model card buttons */
.featured-model-cards .example-card button,
.featured-model-cards .model-card button {
  min-width: 200px;
  /* Ensures button doesn't shrink below this width */
  width: 100%;
  /* Allows button to grow with container */
  max-width: 400px;
  /* Prevents button from getting too wide */
  margin: 0 auto;
  /* Centers the button if container is wider */
}

@media (max-width: 576px) {
  #pinecone-connect-widget {
    scale: 0.95 !important;
    transform-origin: top left;
  }
  .connect-widget-skeleton {
    height: 180px;
    margin-block: 30px;
  }
  
  .skeleton-content {
    height: 180px;
  }
}

/* Target the iframe specifically */
#pinecone-connect-widget iframe {
  width: 100% !important;
  max-width: 500px !important;
}

/* Media query for smaller screens */
@media (max-width: 576px) {
  #pinecone-connect-widget,
  #pinecone-connect-widget > div,
  #pinecone-connect-widget iframe {
    width: 100% !important;
    min-width: 0 !important;
    max-width: 100% !important;
  }
  
  /* Also adjust parent container if needed */
  div[style*="min-width"] {
    min-width: 0 !important;
    width: 100% !important;
  }
}


/* Style for the copy tooltip */
.absolute.top-11.left-1\/2.transform.-translate-x-1\/2.-translate-y-1\/2.peer-hover\:opacity-100.opacity-0.text-black.rounded-lg.px-1\.5.py-0\.5.text-xs.bg-white,
div[class*="absolute top-11 left-1/2 transform -translate-x-1/2 -translate-y-1/2"][class*="text-black rounded-lg px-1.5 py-0.5 text-xs bg-white"],
div[aria-hidden="true"][class*="absolute top-11 left-1/2 transform -translate-x-1/2 -translate-y-1/2"][class*="opacity-0"][class*="text-white rounded-lg px-1.5 py-0.5 text-xs"] {
  background-color: var(--brand-blue) !important;
  color: white !important;
}

/* Also target the tooltip in the InlineCode component */
.absolute.top-11.left-1\/2.transform.-translate-x-1\/2.-translate-y-1\/2.hidden.group-hover\:block.text-white.rounded-lg.px-1\.5.py-0\.5.text-xs {
  background-color: var(--brand-blue) !important;
  color: white !important;
}

/* Styles for when embedded in the Console. See console-iframe.js for more details. */
.pinecone-console-embed {
  /* Hide logo */
  #navbar img {
    display: none;
  }

  /* Hide top part of navbar */
  #navbar .relative:first-of-type > div:first-of-type {
    height: 0 !important;
  }

  /* Hide navbar links */
  #navbar nav {
    display: none;
  }

  /* Hide dark mode toggle */
  #navbar [aria-label="Toggle dark mode"] {
    display: none;
  }

  /* Move API version selector to the right edge */
  #navbar button[aria-haspopup="menu"] {
    position: absolute;
    top: 12px;
    right: 0px;
  }

  /* Move content up to account for smaller navbar */
  #content-container,
  #sidebar {
    margin-top: -4rem;
  }

  /* Hide mobile and desktop search button */
  #search-bar-entry-mobile,
  #search-bar-entry {
    display: none;
  }

  /* Hide actions menu */
  button[aria-label='More actions'] {
    display: none;
  }

  /* Move header link action to the right edge */
  h2 > .absolute:first-of-type,
  h3 > .absolute:first-of-type,
  h4 > .absolute:first-of-type {
    right: -12px;
  }
}

/* Make specific buttons have non-rounded corners */
#page-context-menu-button {
  border-start-start-radius: 0.25rem !important;
  border-end-start-radius: 0.25rem !important;
}

#page-context-menu button:last-child {
  border-radius: 0 !important;
  border-start-end-radius: 0.25rem !important;
  border-end-end-radius: 0.25rem !important;
}

/*
 * Agent tool callout on quickstart page.
 * Visually distinguishes the portable search function
 * as a "grab this and go" artifact.
 */
.agent-tool {
  border-left: 4px solid var(--brand-blue, #002BFF);
  padding: 1rem 1.25rem;
  border-radius: 0.375rem;
  background-color: #f0f4ff;
  margin: 0.5rem 0 1rem 0;
}

.agent-tool > p:first-child {
  margin-top: 0;
  font-size: 0.875rem;
  letter-spacing: 0.025em;
}

.dark .agent-tool {
  background-color: rgba(0, 43, 255, 0.08);
  border-left-color: #4d6fff;
}
</style><!--$--><!--/$--><div class="flex flex-row-reverse gap-12 box-border w-full pt-[calc(10rem+var(--banner-height,2.5rem))] lg:pt-10"><div class="hidden xl:flex self-start sticky xl:flex-col max-w-[28rem] z-21 h-[calc(100vh-12rem)] top-[12rem]" id="content-side-layout"><div class="z-10 hidden xl:flex box-border max-h-full pl-10 w-[19rem]" id="table-of-contents-layout"><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" id="table-of-contents" class="min-w-0 text-gray-600 text-sm leading-6 w-[16.5rem] -mt-10"><div role="presentation" data-id="base-ui-_R_1dktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] pt-10 pb-4 base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-0! w-full space-y-2"><nav aria-labelledby="_R_dktbsnlhjiuasnpfiutb_"><h2 id="_R_dktbsnlhjiuasnpfiutb_" class="m-0 font-normal"><button type="button" class="text-gray-700 dark:text-gray-300 font-medium flex items-center space-x-2 hover:text-gray-900 dark:hover:text-gray-100 transition-colors cursor-pointer"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M2.75 14.25H15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.75 3.75H15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.75 9H8.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg><span>On this page</span></button></h2><div><ul id="table-of-contents-content" class="toc"><li class="toc-item relative" data-depth="0"><a style="--toc-padding-left:0rem" href="#rate-limits" class="break-words py-1 block pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 font-medium dark:text-gray-400 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light [[data-active]&gt;&amp;]:[text-shadow:-0.15px_0_0_currentColor,0.15px_0_0_currentColor]">Rate limits</a><ul class=""><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#data-plane-operations-request-per-second-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Data plane operations: request-per-second limits</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#affected-operations" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Affected operations</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#error-response" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Error response</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#how-request-per-second-limits-work-with-limits-on-read-and-write-units" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">How request-per-second limits work with limits on read and write units</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#recommendations" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Recommendations</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#all-rate-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">All rate limits</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#monthly-usage-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Monthly usage limits</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#data-operation-throughput-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Data operation throughput limits</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#model-throughput-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Model throughput limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#read-units-per-month-per-org" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Read units per month per org</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#write-units-per-month-per-org" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Write units per month per org</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#upsert-size-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Upsert size per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#query-read-units-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Query read units per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#query-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Query requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#update-records-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Update records per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#update-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Update requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#update-by-metadata-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Update by metadata requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#update-by-metadata-requests-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Update by metadata requests per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#upsert-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Upsert requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#fetch-requests-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Fetch requests per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#list-requests-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">List requests per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#describe-index-stats-requests-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Describe index stats requests per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-records-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete records per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-records-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete records per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-by-metadata-requests-per-second-per-namespace" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete by metadata requests per second per namespace</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-by-metadata-requests-per-second-per-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete by metadata requests per second per index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#embedding-tokens-per-minute-per-model" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Embedding tokens per minute per model</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#embedding-tokens-per-month-per-model" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Embedding tokens per month per model</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#rerank-requests-per-minute-per-model" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Rerank requests per minute per model</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#rerank-requests-per-month-per-model" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Rerank requests per month per model</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#inference-requests-per-second-or-minute-per-project" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Inference requests per second or minute, per project</a></li></ul></li><li class="toc-item relative" data-depth="0"><a style="--toc-padding-left:0rem" href="#object-limits" class="break-words py-1 block pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 font-medium dark:text-gray-400 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light [[data-active]&gt;&amp;]:[text-shadow:-0.15px_0_0_currentColor,0.15px_0_0_currentColor]">Object limits</a><ul class=""><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#projects-per-organization" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Projects per organization</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#users-per-organization" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Users per organization</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#serverless-indexes-per-project" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Serverless indexes per project</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#serverless-index-storage-per-org" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Serverless index storage per org</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#namespaces-per-serverless-index" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Namespaces per serverless index</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#serverless-backups-per-project" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Serverless backups per project</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#collections-per-project" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Collections per project</a></li></ul></li><li class="toc-item relative" data-depth="0"><a style="--toc-padding-left:0rem" href="#operation-limits" class="break-words py-1 block pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 font-medium dark:text-gray-400 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light [[data-active]&gt;&amp;]:[text-shadow:-0.15px_0_0_currentColor,0.15px_0_0_currentColor]">Operation limits</a><ul class=""><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#upsert-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Upsert limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#import-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Import limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#query-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Query limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#fetch-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Fetch limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#delete-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Delete limits</a></li><li class="toc-item relative" data-depth="1"><a style="--toc-padding-left:1rem" href="#metadata-filter-limits" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Metadata filter limits</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#rationale" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Rationale</a></li><li class="toc-item relative" data-depth="2"><a style="--toc-padding-left:2rem" href="#alternative-approaches" class="group flex items-start break-words py-1 pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] whitespace-pre-wrap focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 text-gray-500 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:text-gray-400 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light">Alternative approaches</a></li></ul></li><li class="toc-item relative" data-depth="0"><a style="--toc-padding-left:0rem" href="#identifier-limits" class="break-words py-1 block pl-[calc(var(--toc-padding-left)+var(--toc-focus-padding,0rem))] focus-visible:[--toc-focus-padding:0.25rem] focus-visible:-ml-1 focus-visible:-outline-offset-2 font-medium dark:text-gray-400 [li:not([data-active])&gt;&amp;:hover]:text-gray-900 dark:[li:not([data-active])&gt;&amp;:hover]:text-gray-300 [[data-active]&gt;&amp;]:text-primary dark:[[data-active]&gt;&amp;]:text-primary-light [[data-active]&gt;&amp;]:[text-shadow:-0.15px_0_0_currentColor,0.15px_0_0_currentColor]">Identifier limits</a></li></ul></div></nav></div></div></div></div></div><div class="relative grow box-border flex-col w-full mx-auto px-1 lg:pl-[5.7rem] lg:-ml-12 xl:w-[calc(100%-28rem)]" id="content-area"><header id="header" class="relative leading-none @container/page-header"><div class="mt-0.5 space-y-2.5"><div class="eyebrow h-5 text-primary dark:text-primary-light text-sm font-semibold">Limits</div><div class="flex flex-col sm:flex-row items-start sm:items-center relative gap-2 min-w-0"><h1 id="page-title" class="text-3xl sm:text-4xl text-gray-900 tracking-tight dark:text-gray-200 [overflow-wrap:anywhere] font-semibold">Pinecone Database limits</h1><div id="page-context-menu" class="items-center shrink-0 min-w-[156px] justify-end ml-auto hidden @[520px]/page-header:flex"><button id="page-context-menu-button" class="rounded-l-xl px-3 text-gray-700 dark:text-gray-300 py-1.5 border border-gray-200 dark:border-white/[0.07] bg-background-light dark:bg-background-dark hover:bg-gray-600/5 dark:hover:bg-gray-200/5 border-r-0" aria-label="Copy page"><div class="flex items-center gap-2 text-sm text-center font-medium"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg><span class="grid"><span aria-hidden="true" class="invisible col-start-1 row-start-1">Copy page</span><span class="col-start-1 row-start-1">Copy page</span></span></div></button><button type="button" tabindex="0" aria-haspopup="menu" id="base-ui-_R_eshlktbsnlhjiuasnpfiutb_" aria-label="More actions" class="group disabled:pointer-events-none [&amp;&gt;span]:line-clamp-1 overflow-hidden group focus-visible:outline-2 focus-visible:-outline-offset-2 focus-visible:outline-primary dark:focus-visible:outline-primary-light py-0.5 gap-1 text-sm text-gray-950/50 dark:text-white/50 group-hover:text-gray-950/70 dark:group-hover:text-white/70 rounded-none rounded-r-xl border flex items-center justify-center h-[34px] border-gray-200 aspect-square dark:border-white/[0.07] bg-background-light dark:bg-background-dark hover:bg-gray-600/5 dark:hover:bg-gray-200/5"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 rotate-90"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div></div><div class="mt-2 text-lg prose prose-gray dark:prose-invert [&amp;&gt;*]:[overflow-wrap:anywhere]"><p>Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.</p></div><div id="page-context-menu" class="flex items-center shrink-0 min-w-[156px] mt-3 @[520px]/page-header:hidden"><button id="page-context-menu-button" class="rounded-l-xl px-3 text-gray-700 dark:text-gray-300 py-1.5 border border-gray-200 dark:border-white/[0.07] bg-background-light dark:bg-background-dark hover:bg-gray-600/5 dark:hover:bg-gray-200/5 border-r-0" aria-label="Copy page"><div class="flex items-center gap-2 text-sm text-center font-medium"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg><span class="grid"><span aria-hidden="true" class="invisible col-start-1 row-start-1">Copy page</span><span class="col-start-1 row-start-1">Copy page</span></span></div></button><button type="button" tabindex="0" aria-haspopup="menu" id="base-ui-_R_thlktbsnlhjiuasnpfiutb_" aria-label="More actions" class="group disabled:pointer-events-none [&amp;&gt;span]:line-clamp-1 overflow-hidden group focus-visible:outline-2 focus-visible:-outline-offset-2 focus-visible:outline-primary dark:focus-visible:outline-primary-light py-0.5 gap-1 text-sm text-gray-950/50 dark:text-white/50 group-hover:text-gray-950/70 dark:group-hover:text-white/70 rounded-none rounded-r-xl border flex items-center justify-center h-[34px] border-gray-200 aspect-square dark:border-white/[0.07] bg-background-light dark:bg-background-dark hover:bg-gray-600/5 dark:hover:bg-gray-200/5"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" focusable="false" class="size-3 transition-transform text-gray-400 group-hover:text-gray-600 dark:text-gray-600 dark:group-hover:text-gray-400 shrink-0 rotate-90"><path d="M6.5 2.75L12.75 9L6.5 15.25" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></header><div class="mdx-content @container/columns-container relative mt-8 prose prose-gray dark:prose-invert [contain:inline-size] isolate empty:hidden mb-14" data-page-title="Pinecone Database limits" data-page-href="/reference/api/database-limits" id="content"><span data-as="p">This page describes different types of limits for Pinecone Database.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p"><strong>Looking for a specific limit?</strong></span><ul>
<li>To compare monthly included usage by plan, start with <a href="#read-units-per-month-per-org" class="link">read units</a>, <a href="#write-units-per-month-per-org" class="link">write units</a>, and <a href="#monthly-usage-limits" class="link">model usage limits</a>.</li>
<li>If you received a <code>429</code> error, check <a href="#rate-limits" class="link">rate limits</a>, especially request-per-second limits for query, upsert, update, delete, fetch, and list.</li>
<li>For projects, users, indexes, namespaces, storage, backups, and collections, see <a href="#object-limits" class="link">object limits</a>.</li>
<li>For batch sizes, metadata filters, and identifier lengths, see <a href="#operation-limits" class="link">operation limits</a> and <a href="#identifier-limits" class="link">identifier limits</a>.</li>
</ul></div></div>
<h2 class="flex whitespace-pre-wrap group font-semibold" id="rate-limits"><div class="absolute" tabindex="-1"><a href="#rate-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Rate limits</span></h2>
<span data-as="p">Rate limits help protect your applications from misuse and maintain the health of our shared serverless infrastructure. These limits are designed to support typical production workloads while ensuring reliable performance for all users.</span>
<span data-as="p"><strong>Most rate limits can be adjusted upon request.</strong> If you need higher limits to scale your application, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a> with details about your use case. Pinecone is committed to supporting your growth and can often accommodate higher throughput requirements.</span>
<span data-as="p">Rate limits vary based on <a href="https://www.pinecone.io/pricing/" target="_blank" rel="noreferrer" class="link">pricing plan</a> and apply to <a class="link" href="/guides/index-data/indexing-overview">serverless indexes</a> only.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="data-plane-operations-request-per-second-limits"><div class="absolute" tabindex="-1"><a href="#data-plane-operations-request-per-second-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Data plane operations: request-per-second limits</span></h3>
<span data-as="p">Pinecone enforces rate limits on the number of API requests per second at the namespace level for data plane operations (query, upsert, delete, and update). These limits provide protection against excessive request rates.</span>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="affected-operations"><div class="absolute" tabindex="-1"><a href="#affected-operations" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Affected operations</span></h4>
<span data-as="p">The following operations are subject to request-per-second rate limiting:</span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_1ellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Operation</th><th>Scope</th><th>Limit</th></tr></thead><tbody><tr><td>Query</td><td>Per namespace</td><td data-numeric="true">100</td></tr><tr><td>Upsert</td><td>Per namespace</td><td data-numeric="true">100</td></tr><tr><td>Delete</td><td>Per namespace</td><td data-numeric="true">100</td></tr><tr><td>Update</td><td>Per namespace</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="error-response"><div class="absolute" tabindex="-1"><a href="#error-response" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Error response</span></h4>
<span data-as="p">When you exceed the request-per-second limit, you’ll receive an HTTP <code>429 - TOO_MANY_REQUESTS</code> response. The error message indicates which operation exceeded the limit and includes the namespace name and limit value. See the individual limit sections below for specific error message formats.</span>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="how-request-per-second-limits-work-with-limits-on-read-and-write-units"><div class="absolute" tabindex="-1"><a href="#how-request-per-second-limits-work-with-limits-on-read-and-write-units" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">How request-per-second limits work with limits on read and write units</span></h4>
<span data-as="p">Request-per-second limits are enforced in addition to existing read unit and write unit limits. Requests must not exceed any applicable limits:</span>
<ul>
<li>Index-level limits - read and write unit limits, per index</li>
<li>Namespace-level limits - read and write unit limits, per namespace</li>
<li>Request-per-second limits - requests per second, per namespace</li>
</ul>
<span data-as="p">If any limit is exceeded, the request fails with a 429 error.</span>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="recommendations"><div class="absolute" tabindex="-1"><a href="#recommendations" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="min-w-0 break-words cursor-pointer">Recommendations</span></h4>
<span data-as="p">If you’re hitting request-per-second limits:</span>
<ol>
<li>Implement retry logic. Use exponential backoff to handle rate limit errors gracefully. See <a class="link" href="/guides/production/error-handling#implement-retry-logic">Error Handling Guide</a>.</li>
<li>Pace your requests. Add client-side rate limiting to stay under limits.</li>
<li>Consider <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a>, which don’t have request-per-second limits and provide dedicated capacity for high-throughput workloads.</li>
<li>If you need higher limits, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a> with details about your use case.</li>
</ol>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="all-rate-limits"><div class="absolute" tabindex="-1"><a href="#all-rate-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">All rate limits</span></h3>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="monthly-usage-limits"><div class="absolute" tabindex="-1"><a href="#monthly-usage-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Monthly usage limits</span></h4>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_2ullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><a href="#read-units-per-month-per-org" class="link">Read units per month per org</a></td><td data-numeric="true" style="text-align:left">1,000,000</td><td data-numeric="true" style="text-align:left">2,000,000</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><a href="#write-units-per-month-per-org" class="link">Write units per month per org</a></td><td data-numeric="true" style="text-align:left">2,000,000</td><td data-numeric="true" style="text-align:left">5,000,000</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><a href="#embedding-tokens-per-month-per-model" class="link">Embedding tokens per month per model</a></td><td data-numeric="true" style="text-align:left">5,000,000</td><td data-numeric="true" style="text-align:left">10,000,000</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><a href="#rerank-requests-per-month-per-model" class="link">Rerank requests per month per model</a></td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td></tr></tbody></table></div></div></div></div>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="data-operation-throughput-limits"><div class="absolute" tabindex="-1"><a href="#data-operation-throughput-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Data operation throughput limits</span></h4>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_36llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><a href="#upsert-size-per-second-per-namespace" class="link">Upsert size per second per namespace</a></td><td data-numeric="true" style="text-align:left">50 MB</td><td data-numeric="true" style="text-align:left">50 MB</td><td data-numeric="true" style="text-align:left">50 MB</td><td data-numeric="true" style="text-align:left">50 MB</td></tr><tr><td style="text-align:left"><a href="#query-read-units-per-second-per-index" class="link">Query read units per second per index</a></td><td data-numeric="true" style="text-align:left">2,000</td><td data-numeric="true" style="text-align:left">2,000</td><td data-numeric="true" style="text-align:left">2,000</td><td data-numeric="true" style="text-align:left">2,000</td></tr><tr><td style="text-align:left"><a href="#query-requests-per-second-per-namespace" class="link">Query requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#update-records-per-second-per-namespace" class="link">Update records per second per namespace</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#update-requests-per-second-per-namespace" class="link">Update requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#update-by-metadata-requests-per-second-per-namespace" class="link">Update by metadata requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td></tr><tr><td style="text-align:left"><a href="#update-by-metadata-requests-per-second-per-index" class="link">Update by metadata requests per second per index</a></td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td></tr><tr><td style="text-align:left"><a href="#upsert-requests-per-second-per-namespace" class="link">Upsert requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#fetch-requests-per-second-per-index" class="link">Fetch requests per second per index</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#list-requests-per-second-per-index" class="link">List requests per second per index</a></td><td data-numeric="true" style="text-align:left">200</td><td data-numeric="true" style="text-align:left">200</td><td data-numeric="true" style="text-align:left">200</td><td data-numeric="true" style="text-align:left">200</td></tr><tr><td style="text-align:left"><a href="#describe-index-stats-requests-per-second-per-index" class="link">Describe index stats requests per second per index</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#delete-requests-per-second-per-namespace" class="link">Delete requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#delete-records-per-second-per-namespace" class="link">Delete records per second per namespace</a></td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td></tr><tr><td style="text-align:left"><a href="#delete-records-per-second-per-index" class="link">Delete records per second per index</a></td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td><td data-numeric="true" style="text-align:left">5,000</td></tr><tr><td style="text-align:left"><a href="#delete-by-metadata-requests-per-second-per-namespace" class="link">Delete by metadata requests per second per namespace</a></td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">5</td></tr><tr><td style="text-align:left"><a href="#delete-by-metadata-requests-per-second-per-index" class="link">Delete by metadata requests per second per index</a></td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">500</td></tr></tbody></table></div></div></div></div>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="model-throughput-limits"><div class="absolute" tabindex="-1"><a href="#model-throughput-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Model throughput limits</span></h4>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_3ellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><a href="#embedding-tokens-per-minute-per-model" class="link">Embedding tokens per minute per model</a></td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td></tr><tr><td style="text-align:left"><a href="#rerank-requests-per-minute-per-model" class="link">Rerank requests per minute per model</a></td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td><td style="text-align:left">Model-specific</td></tr></tbody></table></div></div></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="read-units-per-month-per-org"><div class="absolute" tabindex="-1"><a href="#read-units-per-month-per-org" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Read units per month per org</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_3mllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">1,000,000</td><td data-numeric="true">2,000,000</td><td>Unlimited</td><td>Unlimited</td></tr></tbody></table></div></div></div></div>
<span data-as="p"><a class="link" href="/guides/manage-cost/understanding-cost#read-units">Read units</a> measure the compute, I/O, and network resources used by <a class="link" href="/guides/manage-data/fetch-data">fetch</a>, <a class="link" href="/guides/search/search-overview">query</a>, and <a class="link" href="/guides/manage-data/list-record-ids">list</a> requests to serverless indexes. When you reach the monthly read unit limit for an organization, fetch, query, and list requests to serverless indexes in the organization will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-accordion-children" role="region" aria-labelledby="error-response-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 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dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd3ullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td3ullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 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style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d3ullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached your read unit limit for the current month limit. </span></span>
<span class="line"><span>To continue reading data, upgrade your plan. </span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To continue reading from serverless indexes in the organization, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<span data-as="p">To check how close you are to the monthly read unit limit for your organization, do the following:</span>
<ol>
<li>Open the <a href="https://app.pinecone.io/organizations/-/projects" target="_blank" rel="noreferrer" class="link">Pinecone console</a>.</li>
<li>Select the project.</li>
<li>Select any index in the project.</li>
<li>Look under <strong>Usage</strong>.</li>
</ol>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="write-units-per-month-per-org"><div class="absolute" tabindex="-1"><a href="#write-units-per-month-per-org" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Write units per month per org</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_4mllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">2,000,000</td><td data-numeric="true">5,000,000</td><td>Unlimited</td><td>Unlimited</td></tr></tbody></table></div></div></div></div>
<span data-as="p"><a class="link" href="/guides/manage-cost/understanding-cost#write-units">Write units</a> measure the storage and compute resources used by <a class="link" href="/guides/index-data/upsert-data">upsert</a>, <a class="link" href="/guides/manage-data/update-data">update</a>, and <a class="link" href="/guides/manage-data/delete-data">delete</a> requests to serverless indexes. When you reach the monthly write unit limit for an organization, upsert, update, and delete requests to serverless indexes in the organization will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-1-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-1" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-1-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-1-accordion-children" role="region" aria-labelledby="error-response-1-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld4ullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 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linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td4ullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" 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style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d4ullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached your write unit limit for the current month. </span></span>
<span class="line"><span>To continue writing data, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To continue writing data to serverless indexes in the organization, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<span data-as="p">To check how close you are to the monthly write unit limit for your organization, do the following:</span>
<ol>
<li>Open the <a href="https://app.pinecone.io/organizations/-/projects" target="_blank" rel="noreferrer" class="link">Pinecone console</a>.</li>
<li>Select the project.</li>
<li>Select any index in the project.</li>
<li>Look under <strong>Usage</strong>.</li>
</ol>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="upsert-size-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#upsert-size-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Upsert size per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_5illktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">50 MB</td><td data-numeric="true">50 MB</td><td data-numeric="true">50 MB</td><td data-numeric="true">50 MB</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/index-data/upsert-data">upsert</a> size for a namespace in an index, additional upserts will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-2-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-2" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" 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dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld5qllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 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id="base-ui-_R_6pd5qllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td5qllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d5qllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max upsert size limit per second for index &lt;index name&gt;. </span></span>
<span class="line"><span>Pace your upserts or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="query-read-units-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#query-read-units-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Query read units per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_66llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">2,000</td><td data-numeric="true">2,000</td><td data-numeric="true">2,000</td><td data-numeric="true">2,000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">Pinecone measures <a class="link" href="/guides/search/search-overview">query</a> usage in <a class="link" href="/guides/manage-cost/understanding-cost#read-units">read units</a>. When you reach the per second limit for queries across all namespaces in an index, additional queries will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-3-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-3" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-3-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-3-accordion-children" role="region" aria-labelledby="error-response-3-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld6ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd6ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td6ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d6ellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max query read units per second for index &lt;index name&gt;. </span></span>
<span class="line"><span>Pace your queries or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<span data-as="p">To check how many read units a query consumes, <a class="link" href="/guides/manage-cost/monitor-usage-and-costs#read-units">check the query response</a>.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="query-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#query-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Query requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_72llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/search/search-overview">query</a> limit for a namespace in an index, additional queries will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-4-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-4" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-4-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-4-accordion-children" role="region" aria-labelledby="error-response-4-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="4" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld7allktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd7allktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td7allktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d7allktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="4"><span class="line"><span>Request failed. You&#x27;ve reached the query QPS limit for namespace {namespace_name} ({limit} QPS). Pace your queries,</span></span>
<span class="line"><span>consider Dedicated Read Nodes for your index, or contact Pinecone Support</span></span>
<span class="line"><span>(https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="update-records-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#update-records-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Update records per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_7qllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/update-data">update</a> limit for a namespace in an index, additional updates will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-5-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-5" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-5-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-5-accordion-children" role="region" aria-labelledby="error-response-5-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld82llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd82llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td82llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d82llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max update records per second for namespace &lt;namespace name&gt;. </span></span>
<span class="line"><span>Pace your update requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="update-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#update-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Update requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_8ellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/update-data">update</a> request limit for a namespace in an index, additional update requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-6-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-6" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-6-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-6-accordion-children" role="region" aria-labelledby="error-response-6-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld8mllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd8mllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td8mllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d8mllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the update QPS limit for namespace {namespace_name} ({limit} QPS). Pace your update requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<div role="note" aria-label="Tip" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-green-200 bg-green-50 dark:border-green-900 dark:bg-green-600/20 [&amp;_[data-component-part=&#x27;callout-icon&#x27;]]:mt-px" data-callout-type="tip"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4.5 text-green-800 dark:text-green-300"><path d="M 4.0216 15.9727 C 4.0216 16.1941 4.0855 16.4101 4.2074 16.5947 L 4.81 17.4979 C 4.9946 17.7747 5.4137 18 5.7467 18 H 7.9149 C 8.2468 18 8.6659 17.775 8.8505 17.4979 L 9.451 16.5951 C 9.5543 16.439 9.6391 16.1601 9.6391 15.9727 L 9.6436 14.5945 H 4.0181 L 4.0216 15.9727 Z M 6.8308 0 C 3.2453 0.0113 0.6429 2.9171 0.6429 6.1563 C 0.6429 7.7167 1.2209 9.1392 2.1744 10.2278 C 2.7556 10.8901 3.663 12.2751 4.0104 13.443 C 4.0115 13.4518 4.0137 13.4612 4.0148 13.4706 H 9.6473 C 9.6483 13.4612 9.6505 13.4524 9.6517 13.443 C 9.9988 12.2751 10.9065 10.8901 11.4877 10.2278 C 12.4422 9.1695 13.0189 7.749 13.0189 6.1563 C 13.0189 2.7705 10.2483 0.0001 6.8308 0 Z M 10.2202 9.1449 C 9.6696 9.7724 8.9882 10.7727 8.4956 11.8131 H 5.1692 C 4.6766 10.7727 3.9953 9.7724 3.445 9.1452 C 2.7257 8.3257 2.3305 7.2463 2.3305 6.1563 C 2.3305 3.9835 4.0216 1.6964 6.7992 1.6876 C 9.3131 1.6876 11.3312 3.7058 11.3312 6.1563 C 11.3312 7.2463 10.9374 8.3257 10.2202 9.1449 Z M 6.2683 2.8127 C 4.7178 2.8127 3.4556 4.0749 3.4556 5.6254 C 3.4556 5.9364 3.7072 6.188 4.0181 6.188 C 4.3291 6.188 4.5807 5.9348 4.5807 5.6254 C 4.5807 4.6948 5.3376 3.9378 6.2683 3.9378 C 6.5792 3.9378 6.8308 3.6865 6.8308 3.3756 C 6.8308 3.0647 6.5777 2.8127 6.2683 2.8127 Z" fill="currentColor" stroke="none"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-green-800 dark:text-green-300" data-component-part="callout-content"><span data-as="p">If you need to update most of the records in a large namespace, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a> for help creating an export to enable a faster and more cost-effective approach.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="update-by-metadata-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#update-by-metadata-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Update by metadata requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_96llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5</td><td data-numeric="true">5</td><td data-numeric="true">5</td><td data-numeric="true">5</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/update-data#update-metadata-across-multiple-records">update by metadata</a> request limit for a namespace in an index, additional update by metadata requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-7-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-7" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-7-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-7-accordion-children" role="region" aria-labelledby="error-response-7-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ld9ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pd9ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6td9ellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6d9ellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the max update by metadata requests per second for namespace &lt;namespace name&gt;. Pace your update by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="update-by-metadata-requests-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#update-by-metadata-requests-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Update by metadata requests per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_9qllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">500</td><td data-numeric="true">500</td><td data-numeric="true">500</td><td data-numeric="true">500</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/update-data#update-metadata-across-multiple-records">update by metadata</a> request limit across all namespaces in an index, additional update by metadata requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-8-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-8" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-8-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-8-accordion-children" role="region" aria-labelledby="error-response-8-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6lda2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pda2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tda2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6da2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the max update by metadata requests per second for index &lt;index name&gt;. Pace your update by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="upsert-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#upsert-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Upsert requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_aellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/index-data/upsert-data">upsert</a> request limit for a namespace in an index, additional upsert requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-9-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-9" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-9-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-9-accordion-children" role="region" aria-labelledby="error-response-9-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldamllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdamllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdamllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6damllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the upsert QPS limit for namespace {namespace_name} ({limit} QPS). Pace your upsert requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="fetch-requests-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#fetch-requests-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Fetch requests per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_b2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/fetch-data">fetch</a> limit across all namespaces in an index, additional fetch requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-10-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-10" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-10-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-10-accordion-children" role="region" aria-labelledby="error-response-10-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldballktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdballktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdballktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dballktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max fetch requests per second for index &lt;index name&gt;.</span></span>
<span class="line"><span>Pace your fetch requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="list-requests-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#list-requests-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">List requests per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_bqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">200</td><td data-numeric="true">200</td><td data-numeric="true">200</td><td data-numeric="true">200</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/list-record-ids">list</a> limit across all namespaces in an index, additional list requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-11-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-11" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-11-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-11-accordion-children" role="region" aria-labelledby="error-response-11-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldc2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdc2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdc2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dc2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max list requests per second for index &lt;index name&gt;.</span></span>
<span class="line"><span>Pace your list requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">Indexes built on <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the <a class="link" href="/guides/index-data/dedicated-read-nodes">Dedicated Read Nodes</a> guide.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="describe-index-stats-requests-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#describe-index-stats-requests-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Describe index stats requests per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_cillktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/reference/api/2024-10/data-plane/describeindexstats">describe index stats</a> limit across all namespaces in an index, additional describe index stats requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-12-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-12" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-12-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-12-accordion-children" role="region" aria-labelledby="error-response-12-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldcqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdcqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdcqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dcqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max describe_index_stats requests per second for index &lt;index&gt;. </span></span>
<span class="line"><span>Pace your describe_index_stats requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#delete-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_d6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/delete-data">delete</a> request limit for a namespace in an index, additional delete requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-13-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-13" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-13-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-13-accordion-children" role="region" aria-labelledby="error-response-13-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6lddellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pddellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tddellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6ddellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the delete QPS limit for namespace {namespace_name} ({limit} QPS). Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-records-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#delete-records-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete records per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_dqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5000</td><td data-numeric="true">5000</td><td data-numeric="true">5000</td><td data-numeric="true">5000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/delete-data">delete</a> limit for a namespace in an index, additional deletes will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-14-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-14" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-14-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-14-accordion-children" role="region" aria-labelledby="error-response-14-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6lde2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pde2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tde2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6de2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max delete records per second for namespace &lt;namespace name&gt;. </span></span>
<span class="line"><span>Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-records-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#delete-records-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete records per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_eellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5000</td><td data-numeric="true">5000</td><td data-numeric="true">5000</td><td data-numeric="true">5000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/delete-data">delete</a> limit across all namespaces in an index, additional deletes will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-15-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-15" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-15-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-15-accordion-children" role="region" aria-labelledby="error-response-15-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldemllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdemllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdemllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6demllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max delete records per second for index &lt;index name&gt;. </span></span>
<span class="line"><span>Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-by-metadata-requests-per-second-per-namespace"><div class="absolute" tabindex="-1"><a href="#delete-by-metadata-requests-per-second-per-namespace" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete by metadata requests per second per namespace</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_f2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5</td><td data-numeric="true">5</td><td data-numeric="true">5</td><td data-numeric="true">5</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/delete-data#delete-records-by-metadata">delete by metadata</a> request limit for a namespace in an index, additional delete by metadata requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-16-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-16" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-16-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-16-accordion-children" role="region" aria-labelledby="error-response-16-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldfallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdfallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdfallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dfallktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the max delete by metadata requests per second for namespace &lt;namespace name&gt;. Pace your delete by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-by-metadata-requests-per-second-per-index"><div class="absolute" tabindex="-1"><a href="#delete-by-metadata-requests-per-second-per-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete by metadata requests per second per index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_fmllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">500</td><td data-numeric="true">500</td><td data-numeric="true">500</td><td data-numeric="true">500</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second <a class="link" href="/guides/manage-data/delete-data#delete-records-by-metadata">delete by metadata</a> request limit across all namespaces in an index, additional delete by metadata requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-17-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-17" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-17-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-17-accordion-children" role="region" aria-labelledby="error-response-17-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldfullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdfullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdfullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dfullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the max delete by metadata requests per second for index &lt;index name&gt;. Pace your delete by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>. If you need a higher limit for your use case, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="embedding-tokens-per-minute-per-model"><div class="absolute" tabindex="-1"><a href="#embedding-tokens-per-minute-per-model" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Embedding tokens per minute per model</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_gallktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Embedding model</th><th style="text-align:left">Input type</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><code>llama-text-embed-v2</code></td><td style="text-align:left">Passage</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">1,000,000</td><td data-numeric="true" style="text-align:left">1,000,000</td></tr><tr><td style="text-align:left"></td><td style="text-align:left">Query</td><td data-numeric="true" style="text-align:left">50,000</td><td data-numeric="true" style="text-align:left">50,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td></tr><tr><td style="text-align:left"><code>multilingual-e5-large</code></td><td style="text-align:left">Passage</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">1,000,000</td><td data-numeric="true" style="text-align:left">1,000,000</td></tr><tr><td style="text-align:left"></td><td style="text-align:left">Query</td><td data-numeric="true" style="text-align:left">50,000</td><td data-numeric="true" style="text-align:left">50,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td></tr><tr><td style="text-align:left"><code>pinecone-sparse-english-v0</code></td><td style="text-align:left">Passage</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">3,000,000</td><td data-numeric="true" style="text-align:left">3,000,000</td></tr><tr><td style="text-align:left"></td><td style="text-align:left">Query</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">250,000</td><td data-numeric="true" style="text-align:left">3,000,000</td><td data-numeric="true" style="text-align:left">3,000,000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per minute token limit for an <a class="link" href="/guides/index-data/create-an-index#embedding-models">embedding model</a> hosted by Pinecone, additional embeddings will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-18-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-18" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-18-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-18-accordion-children" role="region" aria-labelledby="error-response-18-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldgillktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdgillktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdgillktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dgillktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max embedding tokens per minute (&lt;limit&gt;) model &#x27;&lt;model name&gt;&#x27;&#x27; and input type &#x27;&lt;passage|query&gt;&#x27; for the current project. </span></span>
<span class="line"><span>To increase this limit, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this limit, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>. Otherwise, you can handle this limit by <a class="link" href="/guides/production/error-handling#implement-retry-logic">implementing retry logic with exponential backoff</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="embedding-tokens-per-month-per-model"><div class="absolute" tabindex="-1"><a href="#embedding-tokens-per-month-per-model" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Embedding tokens per month per model</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_gullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5,000,000</td><td data-numeric="true">10,000,000</td><td>Unlimited</td><td>Unlimited</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the monthly token limit for an <a class="link" href="/guides/index-data/create-an-index#embedding-models">embedding model</a> hosted by Pinecone, additional embeddings will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-19-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-19" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-19-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-19-accordion-children" role="region" aria-labelledby="error-response-19-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldh6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdh6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdh6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dh6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the embedding token limit (&lt;limit&gt;) for model &lt;model name&gt; for the current month. </span></span>
<span class="line"><span>To continue using this model, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this limit, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a> or <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="rerank-requests-per-minute-per-model"><div class="absolute" tabindex="-1"><a href="#rerank-requests-per-minute-per-model" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Rerank requests per minute per model</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_hillktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Reranking model</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><code>cohere-rerank-4-fast</code></td><td style="text-align:left">Not available</td><td style="text-align:left">Not available</td><td data-numeric="true" style="text-align:left">300</td><td data-numeric="true" style="text-align:left">300</td></tr><tr><td style="text-align:left"><code>cohere-rerank-3.5</code></td><td style="text-align:left">Not available</td><td style="text-align:left">Not available</td><td data-numeric="true" style="text-align:left">300</td><td data-numeric="true" style="text-align:left">300</td></tr><tr><td style="text-align:left"><code>bge-reranker-v2-m3</code></td><td data-numeric="true" style="text-align:left">60</td><td data-numeric="true" style="text-align:left">60</td><td data-numeric="true" style="text-align:left">60</td><td data-numeric="true" style="text-align:left">60</td></tr><tr><td style="text-align:left"><code>pinecone-rerank-v0</code></td><td data-numeric="true" style="text-align:left">60</td><td style="text-align:left">Not available</td><td data-numeric="true" style="text-align:left">60</td><td data-numeric="true" style="text-align:left">60</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per minute request limit for a <a class="link" href="/guides/search/rerank-results#reranking-models">reranking model</a> hosted by Pinecone, additional reranking requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-20-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-20" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-20-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-20-accordion-children" role="region" aria-labelledby="error-response-20-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldhqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdhqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdhqllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dhqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max rerank requests per minute (&lt;limit&gt;) for model &#x27;&lt;model name&gt;&#x27; for the current project. </span></span>
<span class="line"><span>To increase this limit, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this limit, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="rerank-requests-per-month-per-model"><div class="absolute" tabindex="-1"><a href="#rerank-requests-per-month-per-model" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Rerank requests per month per model</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_i6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Reranking model</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><code>cohere-rerank-4-fast</code></td><td style="text-align:left">Not available</td><td style="text-align:left">Not available</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><code>cohere-rerank-3.5</code></td><td style="text-align:left">Not available</td><td style="text-align:left">Not available</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><code>bge-reranker-v2-m3</code></td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">1,000</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><code>pinecone-rerank-v0</code></td><td data-numeric="true" style="text-align:left">500</td><td style="text-align:left">Not available</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the monthly request limit for a <a class="link" href="/guides/search/rerank-results#reranking-models">reranking model</a> hosted by Pinecone, additional reranking requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-21-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-21" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-21-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-21-accordion-children" role="region" aria-labelledby="error-response-21-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldiellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdiellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdiellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6diellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the rerank request limit (&lt;limit&gt;) for model &lt;model name&gt; for the current month. </span></span>
<span class="line"><span>To continue using this model, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this limit, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a> or <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="inference-requests-per-second-or-minute-per-project"><div class="absolute" tabindex="-1"><a href="#inference-requests-per-second-or-minute-per-project" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Inference requests per second or minute, per project</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_iqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left">Inference requests per second</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left">Inference requests per minute</td><td data-numeric="true" style="text-align:left">2000</td><td data-numeric="true" style="text-align:left">2000</td><td data-numeric="true" style="text-align:left">2000</td><td data-numeric="true" style="text-align:left">2000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach the per second or per minute request limit, inference requests will fail and return a <code>429 - TOO_MANY_REQUESTS</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-22-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-22" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-22-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-22-accordion-children" role="region" aria-labelledby="error-response-22-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldj2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdj2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdj2llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dj2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Request failed. You&#x27;ve reached the max inference requests per second (&lt;limit&gt;) for the current project.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">This error indicates per second or per minute, as applicable.</span></div></div>
<span data-as="p">To handle this limit, <a class="link" href="/guides/production/error-handling#implement-retry-logic">implement retry logic with exponential backoff</a>.</span>
<h2 class="flex whitespace-pre-wrap group font-semibold" id="object-limits"><div class="absolute" tabindex="-1"><a href="#object-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Object limits</span></h2>
<span data-as="p">Object limits are restrictions on the number or size of objects in Pinecone. Object limits vary based on <a href="https://www.pinecone.io/pricing/" target="_blank" rel="noreferrer" class="link">pricing plan</a>.</span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_jmllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Starter plan</th><th style="text-align:left">Builder plan</th><th style="text-align:left">Standard plan</th><th style="text-align:left">Enterprise plan</th></tr></thead><tbody><tr><td style="text-align:left"><a href="#projects-per-organization" class="link">Projects per organization</a></td><td data-numeric="true" style="text-align:left">1</td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">20</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left"><a href="#users-per-organization" class="link">Users per organization</a></td><td data-numeric="true" style="text-align:left">2</td><td data-numeric="true" style="text-align:left">5</td><td style="text-align:left">Unlimited</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left"><a href="#serverless-indexes-per-project" class="link">Serverless indexes per project</a> <sup>1</sup></td><td data-numeric="true" style="text-align:left">5</td><td data-numeric="true" style="text-align:left">10</td><td data-numeric="true" style="text-align:left">20</td><td data-numeric="true" style="text-align:left">200</td></tr><tr><td style="text-align:left"><a href="#serverless-index-storage-per-org" class="link">Serverless index storage per org</a></td><td data-numeric="true" style="text-align:left">2 GB</td><td data-numeric="true" style="text-align:left">10 GB</td><td style="text-align:left">N/A</td><td style="text-align:left">N/A</td></tr><tr><td style="text-align:left"><a href="#namespaces-per-serverless-index" class="link">Namespaces per serverless index</a></td><td data-numeric="true" style="text-align:left">100</td><td data-numeric="true" style="text-align:left">1,000</td><td data-numeric="true" style="text-align:left">100,000</td><td data-numeric="true" style="text-align:left">100,000</td></tr><tr><td style="text-align:left"><a href="#serverless-backups-per-project" class="link">Serverless backups per project</a></td><td style="text-align:left">N/A</td><td style="text-align:left">N/A</td><td data-numeric="true" style="text-align:left">500</td><td data-numeric="true" style="text-align:left">1000</td></tr><tr><td style="text-align:left"><a href="#collections-per-project" class="link">Collections per project</a></td><td data-numeric="true" style="text-align:left">100</td><td style="text-align:left">N/A</td><td style="text-align:left">N/A</td><td style="text-align:left">N/A</td></tr></tbody></table></div></div></div></div>
<sup>1 On the Starter plan, all serverless indexes must be in the <code>us-east-1</code> region of AWS. Builder, Standard, and Enterprise plans can create indexes in any <a class="link" href="/guides/index-data/create-an-index#cloud-regions">supported region</a>.</sup>
<br/>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="projects-per-organization"><div class="absolute" tabindex="-1"><a href="#projects-per-organization" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Projects per organization</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_k6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">1</td><td data-numeric="true">5</td><td data-numeric="true">20</td><td data-numeric="true">100</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach this quota for an organization, trying to <a class="link" href="/guides/projects/create-a-project">create projects</a> will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-23-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-23" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-23-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-23-accordion-children" role="region" aria-labelledby="error-response-23-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldkellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 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id="base-ui-_R_6pdkellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdkellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dkellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max projects allowed in organization &lt;org name&gt;. </span></span>
<span class="line"><span>To add more projects, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this quota, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a> or <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="users-per-organization"><div class="absolute" tabindex="-1"><a href="#users-per-organization" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Users per organization</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_kqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">2</td><td data-numeric="true">5</td><td>Unlimited</td><td>Unlimited</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach this quota for an organization, trying to add users to the organization will fail. To increase this quota, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="serverless-indexes-per-project"><div class="absolute" tabindex="-1"><a href="#serverless-indexes-per-project" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Serverless indexes per project</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_l6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">5</td><td data-numeric="true">10</td><td data-numeric="true">20</td><td data-numeric="true">200</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach this quota for a project, trying to <a class="link" href="/guides/index-data/create-an-index#create-a-serverless-index">create serverless indexes</a> in the project will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-24-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-24" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-24-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-24-accordion-children" role="region" aria-labelledby="error-response-24-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldlellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdlellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdlellktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dlellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max serverless indexes allowed in project &lt;project&gt;. </span></span>
<span class="line"><span>Use namespaces to partition your data into logical groups, or upgrade your plan to add more serverless indexes.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To stay under this quota, consider using <a class="link" href="/guides/index-data/create-an-index#namespaces">namespaces</a> instead of creating multiple indexes. Namespaces let you partition your data into logical groups within a single index. This approach not only helps you stay within index limits, but can also improve query performance and lower costs by limiting searches to relevant data subsets.</span>
<span data-as="p">To increase this quota, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="serverless-index-storage-per-org"><div class="absolute" tabindex="-1"><a href="#serverless-index-storage-per-org" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Serverless index storage per org</span></h3>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content">This limit applies to organizations on the Starter and Builder plans only.</div></div>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_m2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">2 GB</td><td data-numeric="true">10 GB</td><td>N/A</td><td>N/A</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you’ve reached this quota for an organization, updates and upserts into serverless indexes will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-25-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-25" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-25-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-25-accordion-children" role="region" aria-labelledby="error-response-25-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldmallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdmallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdmallktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dmallktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max storage allowed for organization &lt;org name&gt;. </span></span>
<span class="line"><span>To update or upsert new data, delete records or upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To continue writing data into your serverless indexes, <a class="link" href="/guides/manage-data/delete-data">delete records</a> to bring your organization under the limit or <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="namespaces-per-serverless-index"><div class="absolute" tabindex="-1"><a href="#namespaces-per-serverless-index" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Namespaces per serverless index</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_mmllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td data-numeric="true">1,000</td><td data-numeric="true">100,000</td><td data-numeric="true">100,000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach this quota for a serverless index, trying to <a class="link" href="/guides/index-data/upsert-data">upsert records into a new namespace</a> in the index will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-26-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-26" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-26-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-26-accordion-children" role="region" aria-labelledby="error-response-26-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldmullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdmullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdmullktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dmullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max namespaces allowed in serverless index &lt;index name&gt;. </span></span>
<span class="line"><span>To add more namespaces, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this quota, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p"><a class="link" href="/reference/api/database-limits#namespaces-per-serverless-index">Namespaces per serverless index</a> vary by plan. On the Standard and Enterprise plans, Pinecone can accommodate million-scale namespaces and beyond for specific use cases. If your application requires more than 100,000 namespaces, <a href="https://app.pinecone.io/organizations/-/settings/support/ticket" target="_blank" rel="noreferrer" class="link">contact Support</a>.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="serverless-backups-per-project"><div class="absolute" tabindex="-1"><a href="#serverless-backups-per-project" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Serverless backups per project</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_nellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td>N/A</td><td>N/A</td><td data-numeric="true">500</td><td data-numeric="true">1000</td></tr></tbody></table></div></div></div></div>
<span data-as="p">Backups are not available on the Starter or Builder plans. On the Standard and Enterprise plans, when you reach this quota for a project, trying to <a class="link" href="/guides/manage-data/back-up-an-index">create serverless backups</a> in the project will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-27-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-27" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-27-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-27-accordion-children" role="region" aria-labelledby="error-response-27-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="2" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldnmllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdnmllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdnmllktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Backup_failed_to_cre"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6dnmllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="2"><span class="line"><span>Backup failed to create. Quota for number of backups per index exceeded.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="collections-per-project"><div class="absolute" tabindex="-1"><a href="#collections-per-project" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Collections per project</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_nullktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Starter plan</th><th>Builder plan</th><th>Standard plan</th><th>Enterprise plan</th></tr></thead><tbody><tr><td data-numeric="true">100</td><td>N/A</td><td>N/A</td><td>N/A</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you reach this quota for a project, trying to <a class="link" href="/guides/manage-data/back-up-an-index">create collections</a> in the project will fail and return a <code>403 - QUOTA_EXCEEDED</code> status with the following error:</span>
<details class="accordion border-standard rounded-2xl mb-3 overflow-hidden bg-background-light dark:bg-codeblock cursor-default"><summary class="relative not-prose flex flex-row items-center content-center w-full cursor-pointer list-none [&amp;::-webkit-details-marker]:hidden py-4 px-5 [&amp;&gt;div]:ml-2 [&amp;&gt;div]:mr-0 hover:bg-gray-100 hover:dark:bg-gray-800 rounded-t-xl" aria-controls="error-response-28-accordion-children" aria-expanded="false" data-component-part="accordion-button"><div id="error-response-28" class="absolute top-[-10.5rem]"></div><div class="mr-0.5" data-component-part="accordion-caret-right"><svg class="forced-colors:forced-color-adjust-none forced-colors:bg-[color:CanvasText]! h-3 w-3 transition bg-gray-700 dark:bg-gray-400 duration-75" aria-hidden="true" focusable="false" style="-webkit-mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;mask-image:url(&quot;https://d3gk2c5xim1je2.cloudfront.net/fontawesome/v7.2.0/solid/caret-right.svg&quot;);mask-repeat:no-repeat;mask-position:center"></svg></div><div class="leading-tight text-left w-full" contentEditable="false" data-component-part="accordion-title-container"><p id="error-response-28-accordion-title" class="m-0 font-medium text-gray-900 dark:text-gray-200" data-component-part="accordion-title">Error response</p></div></summary><div id="error-response-28-accordion-children" role="region" aria-labelledby="error-response-28-accordion-title" class="mt-2 mb-4 mx-6 prose prose-gray dark:prose-invert overflow-x-auto cursor-default" data-component-part="accordion-content"><div class="code-block mt-5 mb-8 not-prose rounded-2xl relative group min-w-0 print:print-color-exact text-gray-950 dark:text-gray-50 codeblock-light border border-gray-950/10 dark:border-white/10 dark:twoslash-dark bg-transparent dark:bg-transparent" numberOfLines="3" language="text"><div data-floating-buttons="true" class="absolute top-3 right-4 flex items-center gap-1.5 print:hidden"><div class="z-10 select-none" id="base-ui-_R_6ldo6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/code-snippet-feedback-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="code-snippet-feedback-button" aria-label="Report incorrect code"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/code-snippet-feedback-button:text-gray-500 dark:text-white/40 dark:group-hover/code-snippet-feedback-button:text-white/60"><path d="M9 5.431V9.569" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9 11.417C8.449 11.417 8 11.866 8 12.417C8 12.968 8.449 13.417 9 13.417C9.551 13.417 10 12.968 10 12.417C10 11.866 9.551 11.417 9 11.417Z" fill="currentColor" stroke="none"></path><path d="M10.968 2.25H7.03301C6.50301 2.25 5.99401 2.461 5.61901 2.836L2.83701 5.618C2.46201 5.993 2.25101 6.502 2.25101 7.032V10.967C2.25101 11.497 2.46201 12.006 2.83701 12.381L5.61901 15.163C5.99401 15.538 6.50301 15.749 7.03301 15.749H10.968C11.498 15.749 12.007 15.538 12.382 15.163L15.164 12.381C15.539 12.006 15.75 11.497 15.75 10.967V7.032C15.75 6.502 15.539 5.993 15.164 5.618L12.382 2.836C12.007 2.461 11.498 2.25 10.968 2.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div><div class="z-10 select-none" id="base-ui-_R_6pdo6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/copy-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" data-testid="copy-code-button" aria-label="Copy the contents from the code block"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/copy-button:text-gray-500 dark:text-white/40 dark:group-hover/copy-button:text-white/60"><path d="M14.25 5.25H7.25C6.14543 5.25 5.25 6.14543 5.25 7.25V14.25C5.25 15.3546 6.14543 16.25 7.25 16.25H14.25C15.3546 16.25 16.25 15.3546 16.25 14.25V7.25C16.25 6.14543 15.3546 5.25 14.25 5.25Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M2.80103 11.998L1.77203 5.07397C1.61003 3.98097 2.36403 2.96397 3.45603 2.80197L10.38 1.77297C11.313 1.63397 12.19 2.16297 12.528 3.00097" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button><span role="status" class="sr-only"></span></div><div class="z-10 select-none" id="base-ui-_R_6tdo6llktbsnlhjiuasnpfiutb_" data-base-ui-tooltip-trigger=""><button class="size-6.5 flex items-center justify-center rounded-md group/ask-assistant-button in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-100 dark:in-data-floating-buttons:group-[:not(:has([data-fade-overlay]))]:bg-gray-800" id="ask-assistant-code-block-button" aria-label="Ask Assistant" data-chat-payload-element-id="lang-text-code-Request_failed__You_"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 shrink-0 text-gray-400 group-hover/ask-assistant-button:text-gray-500 dark:text-white/40 dark:group-hover/ask-assistant-button:text-white/60"><path d="M5.65799 2.99L4.39499 2.569L3.97399 1.306C3.83699 0.898 3.16199 0.898 3.02499 1.306L2.60399 2.569L1.34099 2.99C1.13699 3.058 0.998993 3.249 0.998993 3.464C0.998993 3.679 1.13699 3.87 1.34099 3.938L2.60399 4.359L3.02499 5.622C3.09299 5.826 3.28499 5.964 3.49999 5.964C3.71499 5.964 3.90599 5.826 3.97499 5.622L4.39599 4.359L5.65899 3.938C5.86299 3.87 6.00099 3.679 6.00099 3.464C6.00099 3.249 5.86199 3.058 5.65799 2.99Z" fill="currentColor" stroke="none"></path><path d="M9.5 2.75L11.412 7.587L16.25 9.5L11.412 11.413L9.5 16.25L7.587 11.413L2.75 9.5L7.587 7.587L9.5 2.75Z" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></button></div></div><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px;font-variant-ligatures:none;height:auto;background-color:#ffffff;--shiki-dark-bg:#0B0C0E" data-component-part="code-block-root" class="w-0 min-w-full max-w-full h-full dark:bg-codeblock text-sm leading-6 transition-[height] duration-300 ease-in-out code-block-background **:ring-0 **:outline-0 **:focus:ring-0 **:focus:outline-0 rounded-2xl bg-white"><div role="presentation" data-id="base-ui-_R_6do6llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] py-3.5 px-4 overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="min-w-full! h-full children:my-0! children:shadow-none! children:bg-transparent!"><div class="font-mono whitespace-pre leading-6"><pre class="shiki shiki-themes github-light-default dark-plus" style="background-color:#ffffff;--shiki-dark-bg:#0B0C0E;color:#1f2328;--shiki-dark:#D4D4D4" language="text"><code language="text" numberOfLines="3"><span class="line"><span>Request failed. You&#x27;ve reached the max collections allowed in project &lt;project name&gt;. </span></span>
<span class="line"><span>To add more collections, upgrade your plan.</span></span>
<span class="line"><span></span></span></code></pre></div></div></div></div><div class="print:hidden" data-fade-overlay="true" aria-hidden="true" style="--fade-color-light:#ffffff;--fade-color-dark:#0B0C0E"></div></div></div></details>
<span data-as="p">To increase this quota, <a class="link" href="/guides/organizations/manage-billing/upgrade-billing-plan">upgrade your plan</a>.</span>
<h2 class="flex whitespace-pre-wrap group font-semibold" id="operation-limits"><div class="absolute" tabindex="-1"><a href="#operation-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Operation limits</span></h2>
<span data-as="p">Operation limits are restrictions on the size, number, or other characteristics of operations in Pinecone. Operation limits are fixed and do not vary based on pricing plan.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="upsert-limits"><div class="absolute" tabindex="-1"><a href="#upsert-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Upsert limits</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_oqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max <a class="link" href="/guides/index-data/upsert-data#upsert-in-batches">batch size</a></td><td style="text-align:left">2 MB or 1000 records with vectors <br/> 96 records with text</td></tr><tr><td style="text-align:left">Max documents per upsert request</td><td data-numeric="true" style="text-align:left">1000</td></tr><tr><td style="text-align:left">Max document upsert request size</td><td data-numeric="true" style="text-align:left">2 MB</td></tr><tr><td style="text-align:left">Max document size</td><td data-numeric="true" style="text-align:left">2 MB</td></tr><tr><td style="text-align:left">Max <code>full_text_search</code> string fields per schema</td><td data-numeric="true" style="text-align:left">100</td></tr><tr><td style="text-align:left">Max size per <code>full_text_search</code> string field</td><td data-numeric="true" style="text-align:left">100 KB</td></tr><tr><td style="text-align:left">Max tokens per <code>full_text_search</code> string field</td><td data-numeric="true" style="text-align:left">10,000</td></tr><tr><td style="text-align:left">Max bytes per token</td><td style="text-align:left">256 bytes</td></tr><tr><td style="text-align:left">Max filterable metadata size per document</td><td data-numeric="true" style="text-align:left">40 KB</td></tr><tr><td style="text-align:left">Max length for a record ID</td><td style="text-align:left">512 characters</td></tr><tr><td style="text-align:left">Max dimensionality for dense vectors</td><td data-numeric="true" style="text-align:left">20,000</td></tr><tr><td style="text-align:left">Max non-zero values for sparse vectors</td><td data-numeric="true" style="text-align:left">2048</td></tr><tr><td style="text-align:left">Max dimensionality for sparse vectors</td><td style="text-align:left">4.2 billion</td></tr></tbody></table></div></div></div></div>
<span data-as="p">The 40 KB filterable metadata limit does not apply to <code>full_text_search</code> text fields.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="import-limits"><div class="absolute" tabindex="-1"><a href="#import-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Import limits</span></h3>
<div role="note" aria-label="Note" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-blue-200 bg-blue-50 dark:border-blue-900 dark:bg-blue-600/20" data-callout-type="note"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4 text-blue-800 dark:text-blue-300"><path d="M 9 1.6714 C 13.0371 1.6714 16.3286 4.9629 16.3286 9 C 16.3286 13.0371 13.0371 16.3286 9 16.3286 C 7.0574 16.3252 5.1953 15.552 3.8217 14.1783 C 2.448 12.8047 1.6748 10.9426 1.6714 9 C 1.6714 4.9629 4.9629 1.6714 9 1.6714 Z M 9 0 C 4.0371 0 0 4.0371 0 9 C 0 13.9629 4.0371 18 9 18 C 13.9629 18 18 13.9629 18 9 C 18 4.0371 13.9629 0 9 0 Z M 10.2857 3.8571 H 7.7143 V 10.2857 H 10.2857 V 3.8571 Z M 10.2857 11.5714 H 7.7143 V 14.1429 H 10.2857 V 11.5714 Z" fill="currentColor" stroke="none" fill-rule="evenodd" clip-rule="evenodd"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-blue-800 dark:text-blue-300" data-component-part="callout-content"><span data-as="p">If your import exceeds these limits, you’ll get an error specifying the limit exceeded. See <a class="link" href="/guides/index-data/import-data#troubleshooting">Troubleshooting</a> for details.</span></div></div>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_pallktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max namespaces per import</td><td data-numeric="true" style="text-align:left">10,000</td></tr><tr><td style="text-align:left">Max total input data size (on-demand indexes)</td><td data-numeric="true" style="text-align:left">1 TB</td></tr><tr><td style="text-align:left">Max total input data size (DRN indexes)</td><td style="text-align:left">Unlimited</td></tr><tr><td style="text-align:left">Max files per import</td><td data-numeric="true" style="text-align:left">100,000</td></tr><tr><td style="text-align:left">Max size per file</td><td data-numeric="true" style="text-align:left">10 GB</td></tr></tbody></table></div></div></div></div>
<span data-as="p">The total input data size limit does not apply to indexes with <a class="link" href="/guides/index-data/dedicated-read-nodes">dedicated read nodes</a>.</span>
<span data-as="p">Bulk import supports indexes without a schema definition (Parquet files) and indexes with document schemas (<a class="link" href="/guides/search/full-text-search#bulk-import">JSONL files</a>). Semantic-text (auto-embedded) fields are not yet supported in document schemas.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="query-limits"><div class="absolute" tabindex="-1"><a href="#query-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Query limits</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_pqllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max <code>top_k</code> value</td><td data-numeric="true" style="text-align:left">10,000</td></tr><tr><td style="text-align:left">Max result size</td><td data-numeric="true" style="text-align:left">4MB</td></tr></tbody></table></div></div></div></div>
<span data-as="p">The query result size is affected by the dimension of the dense vectors and whether or not dense vector values and metadata are included in the result.</span>
<div role="note" aria-label="Tip" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-green-200 bg-green-50 dark:border-green-900 dark:bg-green-600/20 [&amp;_[data-component-part=&#x27;callout-icon&#x27;]]:mt-px" data-callout-type="tip"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4.5 text-green-800 dark:text-green-300"><path d="M 4.0216 15.9727 C 4.0216 16.1941 4.0855 16.4101 4.2074 16.5947 L 4.81 17.4979 C 4.9946 17.7747 5.4137 18 5.7467 18 H 7.9149 C 8.2468 18 8.6659 17.775 8.8505 17.4979 L 9.451 16.5951 C 9.5543 16.439 9.6391 16.1601 9.6391 15.9727 L 9.6436 14.5945 H 4.0181 L 4.0216 15.9727 Z M 6.8308 0 C 3.2453 0.0113 0.6429 2.9171 0.6429 6.1563 C 0.6429 7.7167 1.2209 9.1392 2.1744 10.2278 C 2.7556 10.8901 3.663 12.2751 4.0104 13.443 C 4.0115 13.4518 4.0137 13.4612 4.0148 13.4706 H 9.6473 C 9.6483 13.4612 9.6505 13.4524 9.6517 13.443 C 9.9988 12.2751 10.9065 10.8901 11.4877 10.2278 C 12.4422 9.1695 13.0189 7.749 13.0189 6.1563 C 13.0189 2.7705 10.2483 0.0001 6.8308 0 Z M 10.2202 9.1449 C 9.6696 9.7724 8.9882 10.7727 8.4956 11.8131 H 5.1692 C 4.6766 10.7727 3.9953 9.7724 3.445 9.1452 C 2.7257 8.3257 2.3305 7.2463 2.3305 6.1563 C 2.3305 3.9835 4.0216 1.6964 6.7992 1.6876 C 9.3131 1.6876 11.3312 3.7058 11.3312 6.1563 C 11.3312 7.2463 10.9374 8.3257 10.2202 9.1449 Z M 6.2683 2.8127 C 4.7178 2.8127 3.4556 4.0749 3.4556 5.6254 C 3.4556 5.9364 3.7072 6.188 4.0181 6.188 C 4.3291 6.188 4.5807 5.9348 4.5807 5.6254 C 4.5807 4.6948 5.3376 3.9378 6.2683 3.9378 C 6.5792 3.9378 6.8308 3.6865 6.8308 3.3756 C 6.8308 3.0647 6.5777 2.8127 6.2683 2.8127 Z" fill="currentColor" stroke="none"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-green-800 dark:text-green-300" data-component-part="callout-content"><span data-as="p">If a query fails due to exceeding the 4MB result size limit, choose a lower <code>top_k</code> value, or use <code>include_metadata=False</code> or <code>include_values=False</code> to exclude metadata or values from the result. For better performance, especially with higher <code>top_k</code> values, avoid including vector values unless you need them.</span></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="fetch-limits"><div class="absolute" tabindex="-1"><a href="#fetch-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Fetch limits</span></h3>
<span data-as="p"><strong>Fetch by ID limits:</strong></span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_qellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max record IDs per fetch request</td><td data-numeric="true" style="text-align:left">1,000</td></tr></tbody></table></div></div></div></div>
<span data-as="p"><strong>Fetch by metadata limits:</strong></span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_qmllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max records per response</td><td data-numeric="true" style="text-align:left">10,000</td></tr><tr><td style="text-align:left">Max response size</td><td data-numeric="true" style="text-align:left">4 MB</td></tr><tr><td style="text-align:left">Max request rate</td><td style="text-align:left">5 requests per second per namespace</td></tr></tbody></table></div></div></div></div>
<span data-as="p">To retrieve more than 10,000 matching records, paginate through results using the <code>paginationToken</code> parameter. See <a class="link" href="/guides/manage-data/fetch-data#fetch-records-by-metadata">Fetch records by metadata</a>.</span>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="delete-limits"><div class="absolute" tabindex="-1"><a href="#delete-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Delete limits</span></h3>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_r2llktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Metric</th><th style="text-align:left">Limit</th></tr></thead><tbody><tr><td style="text-align:left">Max record IDs per delete request</td><td data-numeric="true" style="text-align:left">1,000</td></tr></tbody></table></div></div></div></div>
<h3 class="flex whitespace-pre-wrap group font-semibold" id="metadata-filter-limits"><div class="absolute" tabindex="-1"><a href="#metadata-filter-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Metadata filter limits</span></h3>
<span data-as="p">The following limits apply to <a class="link" href="/guides/search/filter-by-metadata#metadata-filter-expressions">metadata filter expressions</a> used in query, delete, update, and fetch operations.</span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_rellktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th style="text-align:left">Limit</th><th style="text-align:left">Value</th><th style="text-align:left">Description</th></tr></thead><tbody><tr><td style="text-align:left">Maximum values per <code>$in</code> or <code>$nin</code> operator</td><td data-numeric="true" style="text-align:left">10,000</td><td style="text-align:left">Each <code>$in</code> or <code>$nin</code> operator accepts up to 10,000 values in its array. This limit applies per operator—if you have multiple <code>$in</code> operators in a single filter, each is independently limited to 10,000 values.</td></tr></tbody></table></div></div></div></div>
<span data-as="p">When you exceed this limit, the request will fail and return a <code>400 - BAD_REQUEST</code> error.</span>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="rationale"><div class="absolute" tabindex="-1"><a href="#rationale" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="min-w-0 break-words cursor-pointer">Rationale</span></h4>
<span data-as="p">Large <code>$in</code> operators can impact query performance and cost. Filters with thousands of values increase request payload size and end-to-end latency. Additionally, using large filters typically indicates a shared namespace architecture, which increases query costs—queries scan the entire namespace regardless of filters.</span>
<h4 class="flex whitespace-pre-wrap group font-semibold" id="alternative-approaches"><div class="absolute" tabindex="-1"><a href="#alternative-approaches" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Alternative approaches</span></h4>
<span data-as="p">If you need to filter by more than 10,000 values, consider these alternatives:</span>
<ul>
<li><strong>Use namespaces for tenant isolation</strong>: Instead of filtering by tenant IDs within a single namespace, create separate namespaces for each tenant or tenant group. This can also reduce query costs. See <a class="link" href="/guides/index-data/data-modeling#design-for-multi-tenancy">Design for multi-tenancy</a>.</li>
<li><strong>Use broader access control groups</strong>: Instead of filtering by individual user IDs, filter by organization, project, or role. This reduces the number of values in your <code>$in</code> filter. See <a class="link" href="/guides/index-data/data-modeling#use-access-control-groups-instead-of-individual-ids">Design for multi-tenancy</a>.</li>
<li><strong>Post-filter client-side</strong>: Retrieve a larger top K without filtering (for example, top 1000), then filter results client-side.</li>
<li><strong>Run multiple queries</strong>: Split your filter into multiple queries with smaller <code>$in</code> operators and combine the results client-side.</li>
</ul>
<div role="note" aria-label="Tip" class="callout my-4 px-5 py-4 overflow-hidden rounded-2xl flex gap-3 border border-green-200 bg-green-50 dark:border-green-900 dark:bg-green-600/20 [&amp;_[data-component-part=&#x27;callout-icon&#x27;]]:mt-px" data-callout-type="tip"><div class="mt-0.5 w-4" data-component-part="callout-icon"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-4.5 text-green-800 dark:text-green-300"><path d="M 4.0216 15.9727 C 4.0216 16.1941 4.0855 16.4101 4.2074 16.5947 L 4.81 17.4979 C 4.9946 17.7747 5.4137 18 5.7467 18 H 7.9149 C 8.2468 18 8.6659 17.775 8.8505 17.4979 L 9.451 16.5951 C 9.5543 16.439 9.6391 16.1601 9.6391 15.9727 L 9.6436 14.5945 H 4.0181 L 4.0216 15.9727 Z M 6.8308 0 C 3.2453 0.0113 0.6429 2.9171 0.6429 6.1563 C 0.6429 7.7167 1.2209 9.1392 2.1744 10.2278 C 2.7556 10.8901 3.663 12.2751 4.0104 13.443 C 4.0115 13.4518 4.0137 13.4612 4.0148 13.4706 H 9.6473 C 9.6483 13.4612 9.6505 13.4524 9.6517 13.443 C 9.9988 12.2751 10.9065 10.8901 11.4877 10.2278 C 12.4422 9.1695 13.0189 7.749 13.0189 6.1563 C 13.0189 2.7705 10.2483 0.0001 6.8308 0 Z M 10.2202 9.1449 C 9.6696 9.7724 8.9882 10.7727 8.4956 11.8131 H 5.1692 C 4.6766 10.7727 3.9953 9.7724 3.445 9.1452 C 2.7257 8.3257 2.3305 7.2463 2.3305 6.1563 C 2.3305 3.9835 4.0216 1.6964 6.7992 1.6876 C 9.3131 1.6876 11.3312 3.7058 11.3312 6.1563 C 11.3312 7.2463 10.9374 8.3257 10.2202 9.1449 Z M 6.2683 2.8127 C 4.7178 2.8127 3.4556 4.0749 3.4556 5.6254 C 3.4556 5.9364 3.7072 6.188 4.0181 6.188 C 4.3291 6.188 4.5807 5.9348 4.5807 5.6254 C 4.5807 4.6948 5.3376 3.9378 6.2683 3.9378 C 6.5792 3.9378 6.8308 3.6865 6.8308 3.3756 C 6.8308 3.0647 6.5777 2.8127 6.2683 2.8127 Z" fill="currentColor" stroke="none"></path></svg></div><div class="text-sm prose dark:prose-invert min-w-0 w-full [&amp;_kbd]:bg-background-light dark:[&amp;_kbd]:bg-background-dark [&amp;_code]:text-current! [&amp;_kbd]:text-current! [&amp;_a]:text-current! [&amp;_a]:border-current [&amp;_strong]:text-current! text-green-800 dark:text-green-300" data-component-part="callout-content"><span data-as="p">To avoid hitting this limit in production, validate the size of your <code>$in</code> and <code>$nin</code> arrays in your application code before making the request to Pinecone.</span></div></div>
<h2 class="flex whitespace-pre-wrap group font-semibold" id="identifier-limits"><div class="absolute" tabindex="-1"><a href="#identifier-limits" class="-ml-10 flex items-center opacity-0 border-0 group-hover:opacity-100 focus:opacity-100 focus:outline-0 group/link" aria-label="Navigate to header">​<div class="size-6 rounded-md flex items-center justify-center shadow-xs text-gray-400 dark:text-white/50 dark:bg-background-dark dark:brightness-[1.35] dark:ring-1 dark:hover:brightness-150 bg-white ring-1 ring-gray-400/30 dark:ring-gray-700/25 hover:ring-gray-400/60 dark:hover:ring-white/20 group-focus/link:border-2 group-focus/link:border-primary dark:group-focus/link:border-primary-light"><svg xmlns="http://www.w3.org/2000/svg" width="18" height="18" viewBox="0 0 18 18" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true" class="size-3 shrink-0"><path d="M8.50001 6.827C8.14801 6.995 7.81801 7.225 7.52701 7.517L7.51701 7.527C6.13601 8.908 6.13601 11.146 7.51701 12.527L9.69201 14.702C11.073 16.083 13.311 16.083 14.692 14.702L14.702 14.692C16.083 13.311 16.083 11.073 14.702 9.692L13.771 8.761" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path><path d="M9.50002 11.173C9.85202 11.005 10.182 10.775 10.473 10.483L10.483 10.473C11.864 9.092 11.864 6.854 10.483 5.473L8.30802 3.298C6.92702 1.917 4.68902 1.917 3.30802 3.298L3.29802 3.308C1.91702 4.689 1.91702 6.927 3.29802 8.308L4.22902 9.239" stroke="currentColor" width="1.5" linecap="round" linejoin="round"></path></svg></div></a></div><span class="cursor-pointer">Identifier limits</span></h2>
<span data-as="p">An identifier is a string of characters used to identify “named” <a class="link" href="/guides/get-started/concepts">objects in Pinecone</a>. The following Pinecone objects use strings as identifiers:</span>
<!-- --><div role="presentation" style="position:relative;--scroll-area-corner-height:0px;--scroll-area-corner-width:0px" data-component-part="scroll-area" data-table-wrapper="true" class="min-w-0 [--page-padding:20px] flex w-[calc(100%+(var(--page-padding)*2))] my-[1em] py-[1em] -mx-(--page-padding) max-w-none [contain:inline-size]"><div role="region" data-id="base-ui-_R_smllktbsnlhjiuasnpfiutb_-viewport" tabindex="-1" class="size-full rounded-[inherit] [--scroll-area-fade-size:32px] overflow-y-hidden! base-ui-disable-scrollbar" style="overflow:scroll" data-component-part="scroll-area-viewport" aria-label="Scrollable table"><div role="presentation" style="min-width:fit-content" data-component-part="scroll-area-content" class="flex"><div class="px-(--page-padding) grow max-w-none table"><table class="m-0 min-w-full w-full max-w-none table [&amp;_td]:min-w-[150px] [&amp;_th]:text-left [&amp;_td[data-numeric]]:tabular-nums"><thead><tr><th>Object</th><th>Field</th><th>Max # characters</th><th>Allowed characters</th></tr></thead><tbody><tr><td><a class="link" href="/guides/get-started/concepts#organization">Organization</a></td><td><code>name</code></td><td data-numeric="true">512</td><td><ul><li>UTF-8 except <code>\0</code></li><li>Cannot be empty</li></ul></td></tr><tr><td><a class="link" href="/guides/get-started/concepts#project">Project</a></td><td><code>name</code></td><td data-numeric="true">512</td><td><ul><li>UTF-8 except <code>\0</code></li><li>Cannot be empty</li></ul></td></tr><tr><td><a class="link" href="/guides/get-started/concepts#index">Index</a></td><td><code>name</code></td><td data-numeric="true">45</td><td><ul><li><code>a-z</code>, <code>0-9</code>, and <code>-</code></li><li>Must be lowercase</li><li>Cannot start or end with <code>-</code></li><li>Cannot be empty</li></ul></td></tr><tr><td><a class="link" href="/guides/get-started/concepts#namespace">Namespace</a></td><td><code>namespace</code></td><td data-numeric="true">512</td><td><ul><li>ASCII except <code>\0</code></li><li>For the default namespace, use <code>&quot;&quot;</code> (or <code>&quot;__default__&quot;</code>, in API versions <code>2025-04</code> and later)</li></ul></td></tr><tr><td><a class="link" href="/guides/get-started/concepts#record">Record</a></td><td><code>id</code></td><td data-numeric="true">512</td><td><ul><li>ASCII except <code>\0</code></li><li>Cannot be empty</li></ul></td></tr></tbody></table></div></div></div></div></div><div class="feedback-toolbar pb-16 w-full flex flex-col gap-y-8"><div class="flex flex-row flex-wrap gap-4 items-center justify-between"><p class="inline-block text-sm text-gray-600 dark:text-gray-400 whitespace-nowrap">Was this page helpful?</p><div class="flex flex-wrap grow gap-3 items-center justify-end"><div class="flex gap-3 items-center"><button id="feedback-thumbs-up" class="px-3.5 py-2 flex flex-row gap-3 items-center border-standard rounded-xl text-gray-600 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An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nReturns up to 100 IDs at a time by default in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2026-01.alpha/data-plane/list\"}]},{\"group\":\"Search\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /records/namespaces/{namespace}/search\",\"title\":\"Search with text\",\"description\":\"Search a namespace with a query text, query vector, or record ID and return the most similar records, along with their similarity scores. Optionally, rerank the initial results based on their relevance to the query. \\n\\nSearching with text is supported only for indexes with [integrated embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding). Searching with a query vector or record ID is supported for all indexes. \\n\\nFor guidance and examples, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/search_records\"}]},{\"group\":\"Documents\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /namespaces/{namespace}/documents/upsert\",\"title\":\"Upsert documents\",\"description\":\"Upsert documents into a namespace.\\n\\nEach document must include an `_id` field and the fields required by the index type (for example, `_values` for dense indexes or text fields for full-text search indexes).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/upsert_documents\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /namespaces/{namespace}/documents/search\",\"title\":\"Search documents\",\"description\":\"Search for documents in a namespace using one or more scoring methods (dense vector, sparse vector, text, or query string similarity).\\n\\nReturns the top-k most similar documents along with their scores and requested fields.\",\"href\":\"/reference/api/2026-01.alpha/data-plane/search_documents\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /namespaces/{namespace}/documents/fetch\",\"title\":\"Fetch documents\",\"description\":\"Fetch documents from a namespace by their IDs. Returns the specified fields for each document.\",\"href\":\"/reference/api/2026-01.alpha/data-plane/fetch_documents\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /namespaces/{namespace}/documents/delete\",\"title\":\"Delete documents\",\"description\":\"Delete documents from a namespace. Exactly one of `ids` or `delete_all` must be specified.\\n\\n- `ids`: Delete documents with the given IDs.\\n- `delete_all`: Delete all documents in the namespace.\",\"href\":\"/reference/api/2026-01.alpha/data-plane/delete_documents\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"Start an asynchronous import of vectors from object storage into an index.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"List all recent and ongoing import operations.\\n\\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"Return details of a specific import operation.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_data_2026-01.alpha.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"Cancel an import operation if it is not yet finished. It has no effect if the operation is already finished.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-01.alpha/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml post /indexes/{index_name}/backups\",\"title\":\"Create a backup of an index\",\"description\":\"Create a backup of an index.\\n\",\"href\":\"/reference/api/2026-01.alpha/control-plane/create_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /backups\",\"title\":\"List backups for all indexes in a project\",\"description\":\"List all backups for a project.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/list_project_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /indexes/{index_name}/backups\",\"title\":\"List backups for an index\",\"description\":\"List all backups for an index.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/list_index_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /backups/{backup_id}\",\"title\":\"Describe a backup\",\"description\":\"Get a description of a backup.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/describe_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml delete /backups/{backup_id}\",\"title\":\"Delete a backup\",\"description\":\"Delete a backup.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/delete_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml post /backups/{backup_id}/create-index\",\"title\":\"Create an index from a backup\",\"description\":\"Create an index from a backup. For serverless backups, you can optionally set `read_capacity` so the restored index is created with dedicated read nodes (DRN) instead of defaulting to on-demand capacity.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/create_index_from_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /restore-jobs\",\"title\":\"List restore jobs\",\"description\":\"List all restore jobs for a project.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/list_restore_jobs\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /restore-jobs/{job_id}\",\"title\":\"Describe a restore job\",\"description\":\"Get a description of a restore job.\",\"href\":\"/reference/api/2026-01.alpha/control-plane/describe_restore_job\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"List all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-01.alpha/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"Create a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-01.alpha/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"Get a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-01.alpha/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-01.alpha/db_control_2026-01.alpha.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"Delete an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-01.alpha/control-plane/delete_collection\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"group\":\"Embed\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2026-04/inference/generate-embeddings\"}]},{\"group\":\"Rerank\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml post /rerank\",\"title\":\"Rerank results\",\"description\":\"Rerank results according to their relevance to a query.\\n\\nFor guidance and examples, see [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/rerank\"}]},{\"group\":\"Models\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml get /models\",\"title\":\"List available models\",\"description\":\"List the embedding and reranking models hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/list_models\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml get /models/{model_name}\",\"title\":\"Describe a model\",\"description\":\"Get a description of a model hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/describe_model\"}]}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"API keys\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects/{project_id}/api-keys\",\"title\":\"Create an API key\",\"description\":\"Create an API key for a project to authenticate Data Plane and Control Plane requests.\\n\",\"href\":\"/reference/api/2026-04/admin/create_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}/api-keys\",\"title\":\"List API keys\",\"description\":\"List all API keys in a project.\",\"href\":\"/reference/api/2026-04/admin/list_api_keys\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/api-keys/{api_key_id}\",\"title\":\"Get API key details\",\"description\":\"Get an API key's details, excluding its secret.\",\"href\":\"/reference/api/2026-04/admin/fetch_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/api-keys/{api_key_id}\",\"title\":\"Update an API key\",\"description\":\"Update an API key's name and roles.\",\"href\":\"/reference/api/2026-04/admin/update_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/api-keys/{api_key_id}\",\"title\":\"Delete an API key\",\"description\":\"Delete an API key from a project.\",\"href\":\"/reference/api/2026-04/admin/delete_api_key\"}]},{\"group\":\"Projects\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects\",\"title\":\"Create a new project\",\"description\":\"Create a new project.\",\"href\":\"/reference/api/2026-04/admin/create_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects\",\"title\":\"List projects\",\"description\":\"List all projects in an organization.\",\"href\":\"/reference/api/2026-04/admin/list_projects\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}\",\"title\":\"Get project details\",\"description\":\"Get a project's details.\",\"href\":\"/reference/api/2026-04/admin/fetch_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/projects/{project_id}\",\"title\":\"Update a project\",\"description\":\"Update a project's name, maximum number of Pods, or customer-managed encryption key (CMEK).\\n\",\"href\":\"/reference/api/2026-04/admin/update_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/projects/{project_id}\",\"title\":\"Delete a project\",\"description\":\"Delete a project and all its configuration; delete its indexes, assistants, backups, and collections first.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_project\"}]},{\"group\":\"Service accounts\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/service-accounts\",\"title\":\"Create a service account\",\"description\":\"Create a service account with optional initial role bindings; the client secret is returned only once.\\n\",\"href\":\"/reference/api/2026-04/admin/create_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/service-accounts\",\"title\":\"List service accounts\",\"description\":\"List service accounts in the caller's organization.\",\"href\":\"/reference/api/2026-04/admin/list_service_accounts\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/service-accounts/{service_account_id}\",\"title\":\"Get service account details\",\"description\":\"Get a service account by ID; the client secret is returned only from create and rotate-secret requests.\\n\",\"href\":\"/reference/api/2026-04/admin/fetch_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/service-accounts/{service_account_id}\",\"title\":\"Update a service account\",\"description\":\"Update a service account's name; role bindings are managed through the role-binding endpoints.\\n\",\"href\":\"/reference/api/2026-04/admin/update_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/service-accounts/{service_account_id}\",\"title\":\"Delete a service account\",\"description\":\"Delete a service account and its role bindings; tokens it minted are revoked within a few seconds.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/service-accounts/{service_account_id}/rotate-secret\",\"title\":\"Rotate a service account's OAuth client secret\",\"description\":\"Rotate a service account's OAuth client secret; the previous secret and its tokens are revoked within seconds and the new secret is returned only once.\\n\",\"href\":\"/reference/api/2026-04/admin/rotate_service_account_secret\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/oauth_2026-04.oas.yaml post /oauth/token\",\"title\":\"Create an access token\",\"description\":\"Obtain an access token for a service account using the OAuth2 client credentials flow. An access token is needed to authorize requests to the Pinecone Admin API.\\nThe host domain for OAuth endpoints is `login.pinecone.io`.\\n\",\"href\":\"/reference/api/2026-04/admin/get_token\"}]},{\"group\":\"Users\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/users\",\"title\":\"List users in the organization\",\"description\":\"List users in the caller's organization, optionally filtered by email address.\\n\",\"href\":\"/reference/api/2026-04/admin/list_users\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/users/{user_id}\",\"title\":\"Get user details\",\"description\":\"Get a user in the caller's organization by ID.\",\"href\":\"/reference/api/2026-04/admin/fetch_user\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/users/{user_id}\",\"title\":\"Remove a user from the organization\",\"description\":\"Remove a user from the organization and revoke their role bindings; their Pinecone account is not deleted.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_user\"}]},{\"group\":\"Invites\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/invites\",\"title\":\"Invite a user to the organization\",\"description\":\"Invite a user to the organization by email and grant their initial role bindings.\\n\",\"href\":\"/reference/api/2026-04/admin/create_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/invites\",\"title\":\"List invites\",\"description\":\"List pending and expired invites in the caller's organization.\",\"href\":\"/reference/api/2026-04/admin/list_invites\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/invites/{invite_id}\",\"title\":\"Get invite details\",\"description\":\"Get an invite in the caller's organization by ID.\",\"href\":\"/reference/api/2026-04/admin/fetch_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/invites/{invite_id}\",\"title\":\"Delete an invite\",\"description\":\"Delete a pending or expired invite and its role bindings; to remove an accepted user, delete the user instead.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/invites/{invite_id}/resend\",\"title\":\"Resend an invite email\",\"description\":\"Resend the invite email and extend its expiration to 7 days from now; limited to 100 emails per hour per organization.\\n\",\"href\":\"/reference/api/2026-04/admin/resend_invite\"}]},{\"group\":\"Role bindings\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/role-bindings\",\"title\":\"Create a role binding\",\"description\":\"Grant a role to a principal at an organization or project scope.\\n\",\"href\":\"/reference/api/2026-04/admin/create_role_binding\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/role-bindings\",\"title\":\"List role bindings\",\"description\":\"List role bindings in the caller's organization, optionally filtered by principal, resource, and role.\\n\",\"href\":\"/reference/api/2026-04/admin/list_role_bindings\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/role-bindings/{role_binding_id}\",\"title\":\"Get role binding details\",\"description\":\"Get a role binding in the caller's organization by ID.\\n\",\"href\":\"/reference/api/2026-04/admin/fetch_role_binding\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/role-bindings/{role_binding_id}\",\"title\":\"Delete a role binding\",\"description\":\"Delete a role binding; permissions are revoked when the deletion completes.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_role_binding\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2026-04 (latest)\",\"default\":true,\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"List all indexes in a project.\",\"href\":\"/reference/api/2026-04/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\\nTo restore from a backup, set `spec.serverless.source_backup_id` and specify the target `cloud` and `region`. Same-cloud cross-region restore is supported when available for the backup's source region. Cross-cloud restore is not supported.\\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\\n\",\"href\":\"/reference/api/2026-04/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml post /indexes/create-for-model\",\"title\":\"Create an index with integrated embedding\",\"description\":\"Create an index with integrated embedding.\\nWith this type of index, you provide source text, and  Pinecone uses a [hosted embedding model](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models)  to convert the text automatically during [upsert](https://docs.pinecone.io/reference/api/2026-04/data-plane/upsert_records)  and [search](https://docs.pinecone.io/reference/api/2026-04/data-plane/search_records).  \\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index#integrated-embedding).\",\"href\":\"/reference/api/2026-04/control-plane/create_for_model\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2026-04/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"Delete an existing index.\",\"href\":\"/reference/api/2026-04/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"Configure an existing index. For guidance and examples, see [Manage indexes](https://docs.pinecone.io/guides/manage-data/manage-indexes).\",\"href\":\"/reference/api/2026-04/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"Return statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2026-04/data-plane/describeindexstats\"}]},{\"group\":\"Namespaces\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /namespaces\",\"title\":\"List namespaces\",\"description\":\"List all namespaces in a serverless index.\\n\\nUp to 100 namespaces are returned at a time by default, in sorted order (bitwise “C” collation). If the `limit` parameter is set, up to that number of namespaces are returned instead. Whenever there are additional namespaces to return, the response also includes a `pagination_token` that you can use to get the next batch of namespaces. When the response does not include a `pagination_token`, there are no more namespaces to return.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2026-04/data-plane/listnamespaces\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /namespaces\",\"title\":\"Create a namespace\",\"description\":\"Create a namespace in a serverless index.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2026-04/data-plane/createnamespace\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /namespaces/{namespace}\",\"title\":\"Describe a namespace\",\"description\":\"Describe a namespace in a serverless index, including the total number of vectors in the namespace.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2026-04/data-plane/describenamespace\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml delete /namespaces/{namespace}\",\"title\":\"Delete a namespace\",\"description\":\"Delete a namespace from a serverless index. Deleting a namespace is irreversible; all data in the namespace is permanently deleted.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2026-04/data-plane/deletenamespace\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /vectors/upsert\",\"title\":\"Upsert records\",\"description\":\"Upsert records into a namespace. If a new value is upserted for an existing record ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2026-04/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /records/namespaces/{namespace}/upsert\",\"title\":\"Upsert text\",\"description\":\"Upsert text into a namespace. Pinecone converts the text to vectors automatically using the hosted embedding model associated with the index.\\n\\nUpserting text is supported only for [indexes with integrated embedding](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2026-04/data-plane/upsert_records\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /vectors/fetch\",\"title\":\"Fetch records\",\"description\":\"Look up and return records by ID from a single namespace. The returned records include the vector data and/or metadata.\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2026-04/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /vectors/fetch_by_metadata\",\"title\":\"Fetch records by metadata\",\"description\":\"Look up and return records by metadata from a single namespace. The returned records include the vector data and metadata.\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2026-04/data-plane/fetch_by_metadata\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /vectors/update\",\"title\":\"Update a record\",\"description\":\"Update records by ID or by metadata in a namespace. Updating by ID changes the vector and/or metadata of a single record. Updating by metadata changes metadata across multiple records using a metadata filter.\\nIf a vector value is included, it will overwrite the previous value. If `set_metadata` is included, only the specified metadata fields are modified, and if a specified metadata field does not exist, it is added.\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2026-04/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /vectors/delete\",\"title\":\"Delete records\",\"description\":\"Delete records by id or by metadata from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2026-04/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /vectors/list\",\"title\":\"List record IDs\",\"description\":\"List the IDs of records in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nReturns up to 100 IDs at a time by default in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2026-04/data-plane/list\"}]},{\"group\":\"Search\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2026-04/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /records/namespaces/{namespace}/search\",\"title\":\"Search with text\",\"description\":\"Search a namespace with a query text, query vector, or record ID and return the most similar records, along with their similarity scores. Optionally, rerank the initial results based on their relevance to the query. \\n\\nSearching with text is supported only for indexes with [integrated embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding). Searching with a query vector or record ID is supported for all indexes. \\n\\nFor guidance and examples, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2026-04/data-plane/search_records\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"Start an asynchronous import of vectors from object storage into an index.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-04/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"List all recent and ongoing import operations.\\n\\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-04/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"Return details of a specific import operation.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-04/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_data_2026-04.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"Cancel an import operation if it is not yet finished. It has no effect if the operation is already finished.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2026-04/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml post /indexes/{index_name}/backups\",\"title\":\"Create a backup of an index\",\"description\":\"Create a backup of an index.\\n\",\"href\":\"/reference/api/2026-04/control-plane/create_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /backups\",\"title\":\"List backups for all indexes in a project\",\"description\":\"List all backups for a project.\",\"href\":\"/reference/api/2026-04/control-plane/list_project_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /indexes/{index_name}/backups\",\"title\":\"List backups for an index\",\"description\":\"When `include_deleted` is false (or omitted), `index_name` must resolve to an active index in the project. If no active index by that name exists—including the case where only deleted indexes have used the name—the API returns **404**, not an empty list.\\nWhen `include_deleted` is true, the API returns backups from every index in the project that has ever used this name (active and deleted). The `source_index_deleted_at` field is present only when the backup is from a deleted index. **404** is returned only when no index by that name has ever existed in the project (active or deleted).\",\"href\":\"/reference/api/2026-04/control-plane/list_index_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /backups/{backup_id}\",\"title\":\"Describe a backup\",\"description\":\"Get a description of a backup.\",\"href\":\"/reference/api/2026-04/control-plane/describe_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml delete /backups/{backup_id}\",\"title\":\"Delete a backup\",\"description\":\"Delete a backup.\",\"href\":\"/reference/api/2026-04/control-plane/delete_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml post /backups/{backup_id}/create-index\",\"title\":\"Create an index from a backup\",\"description\":\"Create an index from a backup. For serverless backups, you can optionally set `read_capacity` so the restored index is created with dedicated read nodes (DRN) instead of defaulting to on-demand capacity.\",\"href\":\"/reference/api/2026-04/control-plane/create_index_from_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /restore-jobs\",\"title\":\"List restore jobs\",\"description\":\"List all restore jobs for a project.\",\"href\":\"/reference/api/2026-04/control-plane/list_restore_jobs\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /restore-jobs/{job_id}\",\"title\":\"Describe a restore job\",\"description\":\"Get a description of a restore job.\",\"href\":\"/reference/api/2026-04/control-plane/describe_restore_job\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"List all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-04/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"Create a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-04/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"Get a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-04/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/db_control_2026-04.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"Delete an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2026-04/control-plane/delete_collection\"}]},{\"group\":\"Backup schedules\",\"pages\":[{\"title\":\"Create backup schedule\",\"sidebarTitle\":\"Create backup schedule\",\"description\":\"Create a recurring backup schedule for a Pinecone serverless index using the API, including daily, weekly, or monthly frequency and retention policy.\",\"api\":\"POST https://api.pinecone.io/indexes/{index_name}/backup-schedules\",\"href\":\"/reference/api/2026-04/control-plane/create_backup_schedule\"},{\"title\":\"List backup schedules\",\"sidebarTitle\":\"List backup schedules\",\"description\":\"List all backup schedules configured for a Pinecone serverless index, including schedule IDs, frequency, retention, and next scheduled run times.\",\"api\":\"GET https://api.pinecone.io/indexes/{index_name}/backup-schedules\",\"href\":\"/reference/api/2026-04/control-plane/list_backup_schedules\"},{\"title\":\"Describe backup schedule\",\"sidebarTitle\":\"Describe backup schedule\",\"description\":\"Retrieve details for a Pinecone backup schedule by schedule ID, including frequency, retention days, next scheduled run, and enabled status.\",\"api\":\"GET https://api.pinecone.io/backup-schedules/{schedule_id}\",\"href\":\"/reference/api/2026-04/control-plane/describe_backup_schedule\"},{\"title\":\"Update backup schedule\",\"sidebarTitle\":\"Update backup schedule\",\"description\":\"Update a Pinecone backup schedule using the API, including pausing with enabled, changing frequency, and adjusting the retention expire_after_days.\",\"api\":\"PATCH https://api.pinecone.io/backup-schedules/{schedule_id}\",\"href\":\"/reference/api/2026-04/control-plane/update_backup_schedule\"},{\"title\":\"Delete backup schedule\",\"sidebarTitle\":\"Delete backup schedule\",\"description\":\"Delete a backup schedule for a Pinecone serverless index using the API by schedule ID, while preserving all previously created backup snapshots.\",\"api\":\"DELETE https://api.pinecone.io/backup-schedules/{schedule_id}\",\"href\":\"/reference/api/2026-04/control-plane/delete_backup_schedule\"},{\"title\":\"List backup schedule history\",\"sidebarTitle\":\"List schedule history\",\"description\":\"List execution history for a Pinecone backup schedule, including scheduled runs, completed backups, statuses, and cursor-based pagination support.\",\"api\":\"GET https://api.pinecone.io/backup-schedules/{schedule_id}/history\",\"href\":\"/reference/api/2026-04/control-plane/list_backup_schedule_history\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"group\":\"Embed\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2026-04/inference/generate-embeddings\"}]},{\"group\":\"Rerank\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml post /rerank\",\"title\":\"Rerank results\",\"description\":\"Rerank results according to their relevance to a query.\\n\\nFor guidance and examples, see [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/rerank\"}]},{\"group\":\"Models\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml get /models\",\"title\":\"List available models\",\"description\":\"List the embedding and reranking models hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/list_models\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/inference_2026-04.oas.yaml get /models/{model_name}\",\"title\":\"Describe a model\",\"description\":\"Get a description of a model hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2026-04/inference/describe_model\"}]}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"API keys\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects/{project_id}/api-keys\",\"title\":\"Create an API key\",\"description\":\"Create an API key for a project to authenticate Data Plane and Control Plane requests.\\n\",\"href\":\"/reference/api/2026-04/admin/create_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}/api-keys\",\"title\":\"List API keys\",\"description\":\"List all API keys in a project.\",\"href\":\"/reference/api/2026-04/admin/list_api_keys\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/api-keys/{api_key_id}\",\"title\":\"Get API key details\",\"description\":\"Get an API key's details, excluding its secret.\",\"href\":\"/reference/api/2026-04/admin/fetch_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/api-keys/{api_key_id}\",\"title\":\"Update an API key\",\"description\":\"Update an API key's name and roles.\",\"href\":\"/reference/api/2026-04/admin/update_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/api-keys/{api_key_id}\",\"title\":\"Delete an API key\",\"description\":\"Delete an API key from a project.\",\"href\":\"/reference/api/2026-04/admin/delete_api_key\"}]},{\"group\":\"Projects\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects\",\"title\":\"Create a new project\",\"description\":\"Create a new project.\",\"href\":\"/reference/api/2026-04/admin/create_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects\",\"title\":\"List projects\",\"description\":\"List all projects in an organization.\",\"href\":\"/reference/api/2026-04/admin/list_projects\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}\",\"title\":\"Get project details\",\"description\":\"Get a project's details.\",\"href\":\"/reference/api/2026-04/admin/fetch_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/projects/{project_id}\",\"title\":\"Update a project\",\"description\":\"Update a project's name, maximum number of Pods, or customer-managed encryption key (CMEK).\\n\",\"href\":\"/reference/api/2026-04/admin/update_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/projects/{project_id}\",\"title\":\"Delete a project\",\"description\":\"Delete a project and all its configuration; delete its indexes, assistants, backups, and collections first.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_project\"}]},{\"group\":\"Service accounts\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/service-accounts\",\"title\":\"Create a service account\",\"description\":\"Create a service account with optional initial role bindings; the client secret is returned only once.\\n\",\"href\":\"/reference/api/2026-04/admin/create_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/service-accounts\",\"title\":\"List service accounts\",\"description\":\"List service accounts in the caller's organization.\",\"href\":\"/reference/api/2026-04/admin/list_service_accounts\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/service-accounts/{service_account_id}\",\"title\":\"Get service account details\",\"description\":\"Get a service account by ID; the client secret is returned only from create and rotate-secret requests.\\n\",\"href\":\"/reference/api/2026-04/admin/fetch_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/service-accounts/{service_account_id}\",\"title\":\"Update a service account\",\"description\":\"Update a service account's name; role bindings are managed through the role-binding endpoints.\\n\",\"href\":\"/reference/api/2026-04/admin/update_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/service-accounts/{service_account_id}\",\"title\":\"Delete a service account\",\"description\":\"Delete a service account and its role bindings; tokens it minted are revoked within a few seconds.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_service_account\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/service-accounts/{service_account_id}/rotate-secret\",\"title\":\"Rotate a service account's OAuth client secret\",\"description\":\"Rotate a service account's OAuth client secret; the previous secret and its tokens are revoked within seconds and the new secret is returned only once.\\n\",\"href\":\"/reference/api/2026-04/admin/rotate_service_account_secret\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/oauth_2026-04.oas.yaml post /oauth/token\",\"title\":\"Create an access token\",\"description\":\"Obtain an access token for a service account using the OAuth2 client credentials flow. An access token is needed to authorize requests to the Pinecone Admin API.\\nThe host domain for OAuth endpoints is `login.pinecone.io`.\\n\",\"href\":\"/reference/api/2026-04/admin/get_token\"}]},{\"group\":\"Users\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/users\",\"title\":\"List users in the organization\",\"description\":\"List users in the caller's organization, optionally filtered by email address.\\n\",\"href\":\"/reference/api/2026-04/admin/list_users\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/users/{user_id}\",\"title\":\"Get user details\",\"description\":\"Get a user in the caller's organization by ID.\",\"href\":\"/reference/api/2026-04/admin/fetch_user\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/users/{user_id}\",\"title\":\"Remove a user from the organization\",\"description\":\"Remove a user from the organization and revoke their role bindings; their Pinecone account is not deleted.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_user\"}]},{\"group\":\"Invites\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/invites\",\"title\":\"Invite a user to the organization\",\"description\":\"Invite a user to the organization by email and grant their initial role bindings.\\n\",\"href\":\"/reference/api/2026-04/admin/create_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/invites\",\"title\":\"List invites\",\"description\":\"List pending and expired invites in the caller's organization.\",\"href\":\"/reference/api/2026-04/admin/list_invites\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/invites/{invite_id}\",\"title\":\"Get invite details\",\"description\":\"Get an invite in the caller's organization by ID.\",\"href\":\"/reference/api/2026-04/admin/fetch_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/invites/{invite_id}\",\"title\":\"Delete an invite\",\"description\":\"Delete a pending or expired invite and its role bindings; to remove an accepted user, delete the user instead.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_invite\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/invites/{invite_id}/resend\",\"title\":\"Resend an invite email\",\"description\":\"Resend the invite email and extend its expiration to 7 days from now; limited to 100 emails per hour per organization.\\n\",\"href\":\"/reference/api/2026-04/admin/resend_invite\"}]},{\"group\":\"Role bindings\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/role-bindings\",\"title\":\"Create a role binding\",\"description\":\"Grant a role to a principal at an organization or project scope.\\n\",\"href\":\"/reference/api/2026-04/admin/create_role_binding\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/role-bindings\",\"title\":\"List role bindings\",\"description\":\"List role bindings in the caller's organization, optionally filtered by principal, resource, and role.\\n\",\"href\":\"/reference/api/2026-04/admin/list_role_bindings\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/role-bindings/{role_binding_id}\",\"title\":\"Get role binding details\",\"description\":\"Get a role binding in the caller's organization by ID.\\n\",\"href\":\"/reference/api/2026-04/admin/fetch_role_binding\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/role-bindings/{role_binding_id}\",\"title\":\"Delete a role binding\",\"description\":\"Delete a role binding; permissions are revoked when the deletion completes.\\n\",\"href\":\"/reference/api/2026-04/admin/delete_role_binding\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2025-10\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"List all indexes in a project.\",\"href\":\"/reference/api/2025-10/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\\n  \\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\\n\",\"href\":\"/reference/api/2025-10/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml post /indexes/create-for-model\",\"title\":\"Create an index with integrated embedding\",\"description\":\"Create an index with integrated embedding.\\nWith this type of index, you provide source text, and  Pinecone uses a [hosted embedding model](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models)  to convert the text automatically during [upsert](https://docs.pinecone.io/reference/api/2025-10/data-plane/upsert_records)  and [search](https://docs.pinecone.io/reference/api/2025-10/data-plane/search_records).  \\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index#integrated-embedding).\",\"href\":\"/reference/api/2025-10/control-plane/create_for_model\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2025-10/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"Delete an existing index.\",\"href\":\"/reference/api/2025-10/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"Configure an existing index. For guidance and examples, see [Manage indexes](https://docs.pinecone.io/guides/manage-data/manage-indexes).\",\"href\":\"/reference/api/2025-10/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"Return statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2025-10/data-plane/describeindexstats\"}]},{\"group\":\"Namespaces\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /namespaces\",\"title\":\"List namespaces\",\"description\":\"List all namespaces in a serverless index.\\n\\nUp to 100 namespaces are returned at a time by default, in sorted order (bitwise “C” collation). If the `limit` parameter is set, up to that number of namespaces are returned instead. Whenever there are additional namespaces to return, the response also includes a `pagination_token` that you can use to get the next batch of namespaces. When the response does not include a `pagination_token`, there are no more namespaces to return.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-10/data-plane/listnamespaces\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /namespaces\",\"title\":\"Create a namespace\",\"description\":\"Create a namespace in a serverless index.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-10/data-plane/createnamespace\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /namespaces/{namespace}\",\"title\":\"Describe a namespace\",\"description\":\"Describe a namespace in a serverless index, including the total number of vectors in the namespace.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-10/data-plane/describenamespace\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml delete /namespaces/{namespace}\",\"title\":\"Delete a namespace\",\"description\":\"Delete a namespace from a serverless index. Deleting a namespace is irreversible; all data in the namespace is permanently deleted.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-10/data-plane/deletenamespace\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"Upsert vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-10/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /records/namespaces/{namespace}/upsert\",\"title\":\"Upsert text\",\"description\":\"Upsert text into a namespace. Pinecone converts the text to vectors automatically using the hosted embedding model associated with the index.\\n\\nUpserting text is supported only for [indexes with integrated embedding](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-10/data-plane/upsert_records\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"Look up and return vectors by ID from a single namespace. The returned vectors include the vector data and/or metadata.\\n\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\n\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2025-10/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /vectors/fetch_by_metadata\",\"title\":\"Fetch vectors by metadata\",\"description\":\"Look up and return vectors by metadata filter from a single namespace. The returned vectors include the vector data and/or metadata.\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2025-10/data-plane/fetch_by_metadata\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"Update a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\\n\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2025-10/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /vectors/delete\",\"title\":\"Delete vectors\",\"description\":\"Delete vectors by id from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2025-10/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /vectors/list\",\"title\":\"List vector IDs\",\"description\":\"List the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nReturns up to 100 IDs at a time by default in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2025-10/data-plane/list\"}]},{\"group\":\"Search\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-10/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /records/namespaces/{namespace}/search\",\"title\":\"Search with text\",\"description\":\"Search a namespace with a query text, query vector, or record ID and return the most similar records, along with their similarity scores. Optionally, rerank the initial results based on their relevance to the query. \\n\\nSearching with text is supported only for indexes with [integrated embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding). Searching with a query vector or record ID is supported for all indexes. \\n\\nFor guidance and examples, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-10/data-plane/search_records\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"Start an asynchronous import of vectors from object storage into an index.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-10/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"List all recent and ongoing import operations.\\n\\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-10/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"Return details of a specific import operation.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-10/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_data_2025-10.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"Cancel an import operation if it is not yet finished. It has no effect if the operation is already finished.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-10/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml post /indexes/{index_name}/backups\",\"title\":\"Create a backup of an index\",\"description\":\"Create a backup of an index.\\n\",\"href\":\"/reference/api/2025-10/control-plane/create_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /backups\",\"title\":\"List backups for all indexes in a project\",\"description\":\"List all backups for a project.\",\"href\":\"/reference/api/2025-10/control-plane/list_project_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /indexes/{index_name}/backups\",\"title\":\"List backups for an index\",\"description\":\"List all backups for an index.\",\"href\":\"/reference/api/2025-10/control-plane/list_index_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /backups/{backup_id}\",\"title\":\"Describe a backup\",\"description\":\"Get a description of a backup.\",\"href\":\"/reference/api/2025-10/control-plane/describe_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml delete /backups/{backup_id}\",\"title\":\"Delete a backup\",\"description\":\"Delete a backup.\",\"href\":\"/reference/api/2025-10/control-plane/delete_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml post /backups/{backup_id}/create-index\",\"title\":\"Create an index from a backup\",\"description\":\"Create an index from a backup.\",\"href\":\"/reference/api/2025-10/control-plane/create_index_from_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /restore-jobs\",\"title\":\"List restore jobs\",\"description\":\"List all restore jobs for a project.\",\"href\":\"/reference/api/2025-10/control-plane/list_restore_jobs\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /restore-jobs/{job_id}\",\"title\":\"Describe a restore job\",\"description\":\"Get a description of a restore job.\",\"href\":\"/reference/api/2025-10/control-plane/describe_restore_job\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"List all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-10/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"Create a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-10/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"Get a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-10/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/db_control_2025-10.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"Delete an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-10/control-plane/delete_collection\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"group\":\"Embed\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/inference_2025-10.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2025-10/inference/generate-embeddings\"}]},{\"group\":\"Rerank\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/inference_2025-10.oas.yaml post /rerank\",\"title\":\"Rerank results\",\"description\":\"Rerank results according to their relevance to a query.\\n\\nFor guidance and examples, see [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-10/inference/rerank\"}]},{\"group\":\"Models\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/inference_2025-10.oas.yaml get /models\",\"title\":\"List available models\",\"description\":\"List the embedding and reranking models hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-10/inference/list_models\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/inference_2025-10.oas.yaml get /models/{model_name}\",\"title\":\"Describe a model\",\"description\":\"Get a description of a model hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-10/inference/describe_model\"}]}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"API keys\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml post /admin/projects/{project_id}/api-keys\",\"title\":\"Create an API key\",\"description\":\"Create a new API key for a project. Developers can use the API key to authenticate requests to Pinecone's Data Plane and Control Plane APIs.\\n\",\"href\":\"/reference/api/2025-10/admin/create_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml get /admin/projects/{project_id}/api-keys\",\"title\":\"List API keys\",\"description\":\"List all API keys in a project.\",\"href\":\"/reference/api/2025-10/admin/list_api_keys\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml get /admin/api-keys/{api_key_id}\",\"title\":\"Get API key details\",\"description\":\"Get the details of an API key, excluding the API key secret.\",\"href\":\"/reference/api/2025-10/admin/fetch_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml patch /admin/api-keys/{api_key_id}\",\"title\":\"Update an API key\",\"description\":\"Update the name and roles of an API key.\\n\",\"href\":\"/reference/api/2025-10/admin/update_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml delete /admin/api-keys/{api_key_id}\",\"title\":\"Delete an API key\",\"description\":\"Delete an API key from a project.\",\"href\":\"/reference/api/2025-10/admin/delete_api_key\"}]},{\"group\":\"Projects\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml post /admin/projects\",\"title\":\"Create a new project\",\"description\":\"Creates a new project.\",\"href\":\"/reference/api/2025-10/admin/create_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml get /admin/projects\",\"title\":\"List projects\",\"description\":\"List all projects in an organization.\",\"href\":\"/reference/api/2025-10/admin/list_projects\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml get /admin/projects/{project_id}\",\"title\":\"Get project details\",\"description\":\"Get details about a project.\",\"href\":\"/reference/api/2025-10/admin/fetch_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml patch /admin/projects/{project_id}\",\"title\":\"Update a project\",\"description\":\"Update a project's configuration details.\\nYou can update the project's name, maximum number of Pods, or enable encryption with a customer-managed encryption key (CMEK).\\n\",\"href\":\"/reference/api/2025-10/admin/update_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/admin_2025-10.oas.yaml delete /admin/projects/{project_id}\",\"title\":\"Delete a project\",\"description\":\"Delete a project and all its associated configuration.\\nBefore deleting a project, you must delete all indexes, assistants, backups, and collections associated with the project. Other project resources, such as API keys, are automatically deleted when the project is deleted.\\n\",\"href\":\"/reference/api/2025-10/admin/delete_project\"}]},{\"group\":\"Service accounts\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-10/oauth_2025-10.oas.yaml post /oauth/token\",\"title\":\"Create an access token\",\"description\":\"Obtain an access token for a service account using the OAuth2 client credentials flow. An access token is needed to authorize requests to the Pinecone Admin API.\\nThe host domain for OAuth endpoints is `login.pinecone.io`.\\n\",\"href\":\"/reference/api/2025-10/admin/get_token\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2025-04\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"List all indexes in a project.\",\"href\":\"/reference/api/2025-04/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create a Pinecone index. This is where you specify the measure of similarity, the dimension of vectors to be stored in the index, which cloud provider you would like to deploy with, and more.\\n  \\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\\n\",\"href\":\"/reference/api/2025-04/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml post /indexes/create-for-model\",\"title\":\"Create an index with integrated embedding\",\"description\":\"Create an index with integrated embedding.\\n\\nWith this type of index, you provide source text, and Pinecone uses a [hosted embedding model](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models) to convert the text automatically during [upsert](https://docs.pinecone.io/reference/api/2025-01/data-plane/upsert_records) and [search](https://docs.pinecone.io/reference/api/2025-01/data-plane/search_records).\\n\\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index#integrated-embedding).\",\"href\":\"/reference/api/2025-04/control-plane/create_for_model\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2025-04/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"Delete an existing index.\",\"href\":\"/reference/api/2025-04/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"Configure an existing index. For serverless indexes, you can configure index deletion protection, tags, and integrated inference embedding settings for the index. For pod-based indexes, you can configure the pod size, number of replicas, tags, and index deletion protection.\\n\\nIt is not possible to change the pod type of a pod-based index. However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index#create-a-pod-index-from-a-collection) from the collection. For guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes).\",\"href\":\"/reference/api/2025-04/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"Return statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2025-04/data-plane/describeindexstats\"}]},{\"group\":\"Namespaces\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /namespaces\",\"title\":\"List namespaces\",\"description\":\"List all namespaces in a serverless index.\\n\\nUp to 100 namespaces are returned at a time by default, in sorted order (bitwise “C” collation). If the `limit` parameter is set, up to that number of namespaces are returned instead. Whenever there are additional namespaces to return, the response also includes a `pagination_token` that you can use to get the next batch of namespaces. When the response does not include a `pagination_token`, there are no more namespaces to return.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-04/data-plane/listnamespaces\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /namespaces/{namespace}\",\"title\":\"Describe a namespace\",\"description\":\"Describe a namespace in a serverless index, including the total number of vectors in the namespace.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-04/data-plane/describenamespace\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml delete /namespaces/{namespace}\",\"title\":\"Delete a namespace\",\"description\":\"Delete a namespace from a serverless index. Deleting a namespace is irreversible; all data in the namespace is permanently deleted.\\n\\nFor guidance and examples, see [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces).\\n\\n**Note:** This operation is not supported for pod-based indexes.\",\"href\":\"/reference/api/2025-04/data-plane/deletenamespace\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"Upsert vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-04/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /records/namespaces/{namespace}/upsert\",\"title\":\"Upsert text\",\"description\":\"Upsert text into a namespace. Pinecone converts the text to vectors automatically using the hosted embedding model associated with the index.\\n\\nUpserting text is supported only for [indexes with integrated embedding](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-04/data-plane/upsert_records\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"Look up and return vectors by ID from a single namespace. The returned vectors include the vector data and/or metadata.\\n\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\n\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2025-04/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"Update a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\\n\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2025-04/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /vectors/delete\",\"title\":\"Delete vectors\",\"description\":\"Delete vectors by id from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2025-04/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /vectors/list\",\"title\":\"List vector IDs\",\"description\":\"List the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nReturns up to 100 IDs at a time by default in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2025-04/data-plane/list\"}]},{\"group\":\"Search\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-04/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /records/namespaces/{namespace}/search\",\"title\":\"Search with text\",\"description\":\"Search a namespace with a query text, query vector, or record ID and return the most similar records, along with their similarity scores. Optionally, rerank the initial results based on their relevance to the query. \\n\\nSearching with text is supported only for [indexes with integrated embedding](https://docs.pinecone.io/guides/indexes/create-an-index#integrated-embedding). Searching with a query vector or record ID is supported for all indexes. \\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-04/data-plane/search_records\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"Start an asynchronous import of vectors from object storage into an index.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-04/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"List all recent and ongoing import operations.\\n\\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-04/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"Return details of a specific import operation.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-04/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_data_2025-04.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"Cancel an import operation if it is not yet finished. It has no effect if the operation is already finished.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-04/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml post /indexes/{index_name}/backups\",\"title\":\"Create a backup of an index\",\"description\":\"Create a backup of an index.\\n\",\"href\":\"/reference/api/2025-04/control-plane/create_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /backups\",\"title\":\"List backups for all indexes in a project\",\"description\":\"List all backups for a project.\",\"href\":\"/reference/api/2025-04/control-plane/list_project_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /indexes/{index_name}/backups\",\"title\":\"List backups for an index\",\"description\":\"List all backups for an index.\",\"href\":\"/reference/api/2025-04/control-plane/list_index_backups\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /backups/{backup_id}\",\"title\":\"Describe a backup\",\"description\":\"Get a description of a backup.\",\"href\":\"/reference/api/2025-04/control-plane/describe_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml delete /backups/{backup_id}\",\"title\":\"Delete a backup\",\"description\":\"Delete a backup.\",\"href\":\"/reference/api/2025-04/control-plane/delete_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml post /backups/{backup_id}/create-index\",\"title\":\"Create an index from a backup\",\"description\":\"Create an index from a backup.\",\"href\":\"/reference/api/2025-04/control-plane/create_index_from_backup\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /restore-jobs\",\"title\":\"List restore jobs\",\"description\":\"List all restore jobs for a project.\",\"href\":\"/reference/api/2025-04/control-plane/list_restore_jobs\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /restore-jobs/{job_id}\",\"title\":\"Describe a restore job\",\"description\":\"Get a description of a restore job.\",\"href\":\"/reference/api/2025-04/control-plane/describe_restore_job\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"List all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-04/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"Create a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-04/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"Get a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-04/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/db_control_2025-04.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"Delete an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-04/control-plane/delete_collection\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"group\":\"Embed\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/inference_2025-04.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2025-04/inference/generate-embeddings\"}]},{\"group\":\"Rerank\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/inference_2025-04.oas.yaml post /rerank\",\"title\":\"Rerank documents\",\"description\":\"Rerank results according to their relevance to a query.\\n\\nFor guidance and examples, see [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-04/inference/rerank\"}]},{\"group\":\"Models\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/inference_2025-04.oas.yaml get /models\",\"title\":\"List available models\",\"description\":\"List the embedding and reranking models hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-04/inference/list_models\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/inference_2025-04.oas.yaml get /models/{model_name}\",\"title\":\"Describe a model\",\"description\":\"Get a description of a model hosted by Pinecone. \\n\\nYou can use hosted models as an integrated part of Pinecone operations or for standalone embedding and reranking. For more details, see [Vector embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding) and [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-04/inference/describe_model\"}]}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"API keys\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml post /admin/projects/{project_id}/api-keys\",\"title\":\"Create an API key\",\"description\":\"Create a new API key for a project. Developers can use the API key to authenticate requests to Pinecone's Data Plane and Control Plane APIs.\\n\",\"href\":\"/reference/api/2025-04/admin/create_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml get /admin/projects/{project_id}/api-keys\",\"title\":\"List API keys\",\"description\":\"List all API keys in a project.\",\"href\":\"/reference/api/2025-04/admin/list_api_keys\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml get /admin/api-keys/{api_key_id}\",\"title\":\"Get API key details\",\"description\":\"Get the details of an API key, excluding the API key secret.\",\"href\":\"/reference/api/2025-04/admin/fetch_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml patch /admin/api-keys/{api_key_id}\",\"title\":\"Update an API key\",\"description\":\"Update the name and roles of an API key.\\n\",\"href\":\"/reference/api/2025-04/admin/update_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml delete /admin/api-keys/{api_key_id}\",\"title\":\"Delete an API key\",\"description\":\"Delete an API key from a project.\",\"href\":\"/reference/api/2025-04/admin/delete_api_key\"}]},{\"group\":\"Projects\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml post /admin/projects\",\"title\":\"Create a new project\",\"description\":\"Creates a new project.\",\"href\":\"/reference/api/2025-04/admin/create_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml get /admin/projects\",\"title\":\"List projects\",\"description\":\"List all projects in an organization.\",\"href\":\"/reference/api/2025-04/admin/list_projects\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml get /admin/projects/{project_id}\",\"title\":\"Get project details\",\"description\":\"Get details about a project.\",\"href\":\"/reference/api/2025-04/admin/fetch_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml patch /admin/projects/{project_id}\",\"title\":\"Update a project\",\"description\":\"Update a project's configuration details.\\nYou can update the project's name, maximum number of Pods, or enable encryption with a customer-managed encryption key (CMEK).\\n\",\"href\":\"/reference/api/2025-04/admin/update_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/admin_2025-04.oas.yaml delete /admin/projects/{project_id}\",\"title\":\"Delete a project\",\"description\":\"Delete a project and all its associated configuration.\\nBefore deleting a project, you must delete all indexes, assistants, backups, and collections associated with the project. Other project resources, such as API keys, are automatically deleted when the project is deleted.\\n\",\"href\":\"/reference/api/2025-04/admin/delete_project\"}]},{\"group\":\"Service accounts\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-04/oauth_2025-04.oas.yaml post /oauth/token\",\"title\":\"Get an access token\",\"description\":\"Obtain an access token for a service account using the OAuth2 client credentials flow. An access token is needed to authorize requests to the Pinecone Admin API.\\nThe host domain for OAuth endpoints is `login.pinecone.io`.\\n\",\"href\":\"/reference/api/2025-04/admin/get_token\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2025-01\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"This operation returns a list of all indexes in a project.\",\"href\":\"/reference/api/2025-01/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create an index for vectors created with an external embedding model.\\n\\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\",\"href\":\"/reference/api/2025-01/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml post /indexes/create-for-model\",\"title\":\"Create an index with integrated embedding\",\"description\":\"Create an index with integrated embedding.\\n\\nWith this type of index, you provide source text, and Pinecone uses a [hosted embedding model](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models) to convert the text automatically during [upsert](https://docs.pinecone.io/reference/api/2025-01/data-plane/upsert_records) and [search](https://docs.pinecone.io/reference/api/2025-01/data-plane/search_records).\\n\\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index#integrated-embedding).\",\"href\":\"/reference/api/2025-01/control-plane/create_for_model\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2025-01/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"Delete an existing index.\",\"href\":\"/reference/api/2025-01/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"Configure an existing index. \\n\\nFor serverless indexes, you can configure index deletion protection, tags, and integrated inference embedding settings for the index. For pod-based indexes, you can configure the pod size, number of replicas, tags, and index deletion protection.\\n\\nIt is not possible to change the pod type of a pod-based index. However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index#create-a-pod-index-from-a-collection) from the collection. For guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes).\",\"href\":\"/reference/api/2025-01/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"Return statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2025-01/data-plane/describeindexstats\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"Upsert vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-01/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /records/namespaces/{namespace}/upsert\",\"title\":\"Upsert text\",\"description\":\"Upsert text into a namespace. Pinecone converts the text to vectors automatically using the hosted embedding model associated with the index.\\n\\nUpserting text is supported only for [indexes with integrated embedding](https://docs.pinecone.io/reference/api/2025-01/control-plane/create_for_model).\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2025-01/data-plane/upsert_records\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"Look up and return vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\\n\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\n\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2025-01/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"Update a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\\n\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2025-01/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /vectors/delete\",\"title\":\"Delete vectors\",\"description\":\"Delete vectors, by id, from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2025-01/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml get /vectors/list\",\"title\":\"List vector IDs\",\"description\":\"List the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nThis returns up to 100 IDs at a time by default in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2025-01/data-plane/list\"}]},{\"group\":\"Search\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace with a query vector or record ID and return the IDs of the most similar records, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-01/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /records/namespaces/{namespace}/search\",\"title\":\"Search with text\",\"description\":\"Search a namespace with a query text, query vector, or record ID and return the most similar records, along with their similarity scores. Optionally, rerank the initial results based on their relevance to the query. \\n\\nSearching with text is supported only for indexes with [integrated embedding](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding). Searching with a query vector or record ID is supported for all indexes. \\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2025-01/data-plane/search_records\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"Start an asynchronous import of vectors from object storage into an index.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-01/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"List all recent and ongoing import operations.\\n\\nBy default, this returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-01/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"Return details of a specific import operation.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-01/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_data_2025-01.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"Cancel an import operation if it is not yet finished. It has no effect if the operation is already finished.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2025-01/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"This operation returns a list of all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-01/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"This operation creates a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-01/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"This operation gets a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-01/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/db_control_2025-01.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"This operation deletes an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2025-01/control-plane/delete_collection\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"group\":\"Embed\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/inference_2025-01.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2025-01/inference/generate-embeddings\"}]},{\"group\":\"Rerank\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2025-01/inference_2025-01.oas.yaml post /rerank\",\"title\":\"Rerank results\",\"description\":\"Rerank query results according to their relevance to a query. This endpoint uses [Pinecone Inference](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding).\\n\\nFor guidance and examples, see [Rerank results](https://docs.pinecone.io/guides/search/rerank-results).\",\"href\":\"/reference/api/2025-01/inference/rerank\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2024-10\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"This operation returns a list of all indexes in a project.\",\"href\":\"/reference/api/2024-10/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create an index for vectors created with an external embedding model.\\n  \\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\\n\",\"href\":\"/reference/api/2024-10/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2024-10/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"Delete an existing index.\",\"href\":\"/reference/api/2024-10/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"Configure an existing index. \\n\\nFor serverless indexes, you can configure only index deletion protection and tags. For pod-based indexes, you can configure the pod size, number of replicas, tags, and index deletion protection. \\n\\nIt is not possible to change the pod type of a pod-based index. However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index#create-a-pod-index-from-a-collection) from the collection. For guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes).\",\"href\":\"/reference/api/2024-10/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2024-10/data-plane/describeindexstats\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2024-10/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"The `query` operation searches a namespace, using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2024-10/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\\n\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\n\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2024-10/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\\n\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2024-10/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /vectors/delete\",\"title\":\"Delete vectors\",\"description\":\"The `delete` operation deletes vectors, by id, from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2024-10/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml get /vectors/list\",\"title\":\"List vector IDs\",\"description\":\"The `list` operation lists the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nBy default, `list` returns up to 100 IDs per page in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list_vectors` is supported only for serverless indexes.\",\"href\":\"/reference/api/2024-10/data-plane/list\"}]},{\"group\":\"Imports\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml post /bulk/imports\",\"title\":\"Start import\",\"description\":\"The `start_import` operation starts an asynchronous import of vectors from object storage into an index. \\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2024-10/data-plane/start_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml get /bulk/imports\",\"title\":\"List imports\",\"description\":\"The `list_imports` operation lists all recent and ongoing import operations. \\n\\nBy default, `list_imports` returns up to 100 imports per page. If the `limit` parameter is set, `list` returns up to that number of imports instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of imports. When the response does not include a `pagination_token`, there are no more imports to return.\\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2024-10/data-plane/list_imports\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml get /bulk/imports/{id}\",\"title\":\"Describe an import\",\"description\":\"The `describe_import` operation returns details of a specific import operation. \\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2024-10/data-plane/describe_import\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml delete /bulk/imports/{id}\",\"title\":\"Cancel an import\",\"description\":\"The `cancel_import` operation cancels an import operation if it is not yet finished. It has no effect if the operation is already finished. \\n\\nFor guidance and examples, see [Import data](https://docs.pinecone.io/guides/index-data/import-data).\",\"href\":\"/reference/api/2024-10/data-plane/cancel_import\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"This operation returns a list of all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-10/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"This operation creates a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-10/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"This operation gets a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-10/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_control_2024-10.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"This operation deletes an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-10/control-plane/delete_collection\"}]}]},{\"group\":\"Inference\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/inference_2024-10.oas.yaml post /embed\",\"title\":\"Generate vectors\",\"description\":\"Generate vector embeddings for input data. This endpoint uses Pinecone's [hosted embedding models](https://docs.pinecone.io/guides/index-data/create-an-index#embedding-models).\",\"href\":\"/reference/api/2024-10/inference/generate-embeddings\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/inference_2024-10.oas.yaml post /rerank\",\"title\":\"Rerank results\",\"description\":\"Rerank query results according to their relevance to a query. This endpoint uses [Pinecone Inference](https://docs.pinecone.io/guides/index-data/indexing-overview#vector-embedding).\",\"href\":\"/reference/api/2024-10/inference/rerank\"}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]},{\"version\":\"2024-07\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"API reference\",\"description\":\"Pinecone API reference overview for Database, Inference, and Admin endpoints with supported SDKs including Python, Node.js, Java, and Go.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/introduction\"},{\"title\":\"Authentication\",\"description\":\"Pinecone API authentication guide covering API key generation, SDK client setup, and HTTP header configuration for authorized requests.\",\"href\":\"/reference/api/authentication\"},{\"title\":\"API versioning\",\"description\":\"Pinecone REST API: Pinecone's APIs are versioned to ensure that your applications continue to work as expected as the platform evolves.\",\"sidebarTitle\":\"Versioning\",\"href\":\"/reference/api/versioning\"},{\"group\":\"Limits\",\"pages\":[{\"title\":\"Pinecone Database limits\",\"description\":\"Reference for Pinecone Database limits, covering upsert, query, fetch, delete, import, namespace, and rate limits for serverless indexes.\",\"sidebarTitle\":\"Database limits\",\"href\":\"/reference/api/database-limits\"},{\"title\":\"Known limitations\",\"description\":\"Known limitations and feature restrictions for Pinecone indexes, including upsert consistency, metadata rules, and serverless caveats.\",\"href\":\"/reference/api/known-limitations\"}]},{\"title\":\"Errors\",\"description\":\"Pinecone REST API: Pinecone uses conventional HTTP response codes to indicate the success or failure of an API request. 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However, you can create a collection from a pod-based index and then [create a new pod-based index with a different pod type](http://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index#create-a-pod-index-from-a-collection) from the collection.\\nFor guidance and examples, see [Configure an index](http://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes).\",\"href\":\"/reference/api/2024-07/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/data_2024-07.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2024-07/data-plane/describeindexstats\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/data_2024-07.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2024-07/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/data_2024-07.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"Search a namespace with a query vector or record ID and return the IDs of the most similar records, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2024-07/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/data_2024-07.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\\n\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\n\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2024-07/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/data_2024-07.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. 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When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list` is supported only for serverless indexes.\",\"href\":\"/reference/api/2024-07/data-plane/list\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/control_2024-07.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"This operation returns a list of all collections in a project.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-07/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/control_2024-07.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"This operation creates a Pinecone collection.\\n  \\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-07/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/control_2024-07.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"This operation gets a description of a collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-07/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-07/control_2024-07.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"This operation deletes an existing collection.\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-07/control-plane/delete_collection\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. 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In general, codes in the range.\",\"href\":\"/reference/api/errors\"}]},{\"group\":\"Database\",\"pages\":[{\"group\":\"Indexes\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml get /indexes\",\"title\":\"List indexes\",\"description\":\"This operation returns a list of all indexes in a project.\",\"href\":\"/reference/api/2024-04/control-plane/list_indexes\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml post /indexes\",\"title\":\"Create an index\",\"description\":\"Create an index for vectors created with an external embedding model.\\n\\nFor guidance and examples, see [Create an index](https://docs.pinecone.io/guides/index-data/create-an-index).\\n\",\"href\":\"/reference/api/2024-04/control-plane/create_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml get /indexes/{index_name}\",\"title\":\"Describe an index\",\"description\":\"Get a description of an index.\",\"href\":\"/reference/api/2024-04/control-plane/describe_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml delete /indexes/{index_name}\",\"title\":\"Delete an index\",\"description\":\"This operation deletes an existing index.\",\"href\":\"/reference/api/2024-04/control-plane/delete_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml patch /indexes/{index_name}\",\"title\":\"Configure an index\",\"description\":\"This operation configures the pod size and number of replicas for a pod-based index.\\n\\nIt is not possible to change the pod type of an index. However, you can create a collection from an index and then [create a new index with a different pod type](http://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index#create-a-pod-index-from-a-collection) from the collection.\",\"href\":\"/reference/api/2024-04/control-plane/configure_index\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml post /describe_index_stats\",\"title\":\"Get index stats\",\"description\":\"The `describe_index_stats` operation returns statistics about the contents of an index, including the vector count per namespace, the number of dimensions, and the index fullness.\\n\\nServerless indexes scale automatically as needed, so index fullness is relevant only for pod-based indexes.\",\"href\":\"/reference/api/2024-04/data-plane/describeindexstats\"}]},{\"group\":\"Vectors\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml post /vectors/upsert\",\"title\":\"Upsert vectors\",\"description\":\"The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.\\n\\nFor guidance, examples, and limits, see [Upsert data](https://docs.pinecone.io/guides/index-data/upsert-data).\",\"href\":\"/reference/api/2024-04/data-plane/upsert\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml post /query\",\"title\":\"Search with a vector\",\"description\":\"The `query` operation searches a namespace, using a query vector. It retrieves the ids of the most similar items in a namespace, along with their similarity scores.\\n\\nFor guidance, examples, and limits, see [Search](https://docs.pinecone.io/guides/search/search-overview).\",\"href\":\"/reference/api/2024-04/data-plane/query\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml get /vectors/fetch\",\"title\":\"Fetch vectors\",\"description\":\"The `fetch` operation looks up and returns vectors, by ID, from a single namespace. The returned vectors include the vector data and/or metadata.\\nFor on-demand indexes, since vector values are retrieved from object storage, fetch operations may have increased latency. If you only need metadata or IDs, consider using the query operation with `includeValues` set to `false` instead.\\nFor guidance and examples, see [Fetch data](https://docs.pinecone.io/guides/manage-data/fetch-data).\",\"href\":\"/reference/api/2024-04/data-plane/fetch\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml post /vectors/update\",\"title\":\"Update a vector\",\"description\":\"The `update` operation updates a vector in a namespace. If a value is included, it will overwrite the previous value. If a `set_metadata` is included, the values of the fields specified in it will be added or overwrite the previous value.\\n\\nFor guidance and examples, see [Update data](https://docs.pinecone.io/guides/manage-data/update-data).\",\"href\":\"/reference/api/2024-04/data-plane/update\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/data_2024-04.oas.yaml post /vectors/delete\",\"title\":\"Delete vectors\",\"description\":\"The `delete` operation deletes vectors, by id, from a single namespace.\\n\\nFor guidance and examples, see [Delete data](https://docs.pinecone.io/guides/manage-data/delete-data).\",\"href\":\"/reference/api/2024-04/data-plane/delete\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-10/db_data_2024-10.oas.yaml get /vectors/list\",\"title\":\"List vector IDs\",\"description\":\"The `list` operation lists the IDs of vectors in a single namespace of a serverless index. An optional prefix can be passed to limit the results to IDs with a common prefix.\\n\\nBy default, `list` returns up to 100 IDs per page in sorted order (bitwise \\\"C\\\" collation). If the `limit` parameter is set, `list` returns up to that number of IDs instead. Whenever there are additional IDs to return, the response also includes a `pagination_token` that you can use to get the next batch of IDs. When the response does not include a `pagination_token`, there are no more IDs to return.\\n\\nFor guidance and examples, see [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids).\\n\\n**Note:** `list_vectors` is supported only for serverless indexes.\",\"href\":\"/reference/api/2024-04/data-plane/list\"}]},{\"group\":\"Backups\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml get /collections\",\"title\":\"List collections\",\"description\":\"This operation returns a list of all collections in a project.\\n\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-04/control-plane/list_collections\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml post /collections\",\"title\":\"Create a collection\",\"description\":\"This operation creates a Pinecone collection.\\n\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-04/control-plane/create_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml get /collections/{collection_name}\",\"title\":\"Describe a collection\",\"description\":\"This operation gets a description of a collection.\\n\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-04/control-plane/describe_collection\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2024-04/control_2024-04.oas.yaml delete /collections/{collection_name}\",\"title\":\"Delete a collection\",\"description\":\"This operation deletes an existing collection.\\n\\nServerless indexes do not support collections.\\n\",\"href\":\"/reference/api/2024-04/control-plane/delete_collection\"}]}]},{\"group\":\"SDKs\",\"pages\":[{\"title\":\"Pinecone SDKs overview\",\"description\":\"Browse official Pinecone SDKs for Python, Node.js, Java, and Go, including the version mappings between SDK releases and API versions.\",\"href\":\"/reference/pinecone-sdks\"},{\"group\":\"Python\",\"pages\":[{\"title\":\"Pinecone Python SDK\",\"description\":\"Install and use the Pinecone SDK for Pinecone Python SDK: auth, typed clients, and API operations. For installation instructions, usage examples, and.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/python/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Python SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/python/\",\"href\":\"/reference/sdks/python/reference\"}]},{\"group\":\"Node.js\",\"pages\":[{\"title\":\"Pinecone Node.js SDK\",\"description\":\"Install and use the Pinecone Node.js and TypeScript SDK to manage indexes, upsert vectors, run semantic search, and call the Admin and Inference APIs.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/node/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Node.js SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://sdk.pinecone.io/typescript/\",\"href\":\"/reference/sdks/node/reference\"}]},{\"group\":\"Java\",\"pages\":[{\"title\":\"Pinecone Java SDK\",\"description\":\"Install and use the Pinecone Java SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Java.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/java/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Java SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/pinecone-java-client\",\"href\":\"/reference/sdks/java/reference\"},{\"title\":\"OpenTelemetry support\",\"sidebarTitle\":\"OpenTelemetry\",\"description\":\"Monitor Pinecone Java SDK operations with OpenTelemetry metrics for client latency, server processing time, and errors via Prometheus.\",\"href\":\"/reference/sdks/java/open-telemetry\"}]},{\"group\":\"Go\",\"pages\":[{\"title\":\"Pinecone Go SDK\",\"description\":\"Install and use the Pinecone Go SDK to manage indexes and namespaces, upsert vectors, run semantic search, and call the Admin and Inference APIs from Go.\",\"sidebarTitle\":\"Overview\",\"href\":\"/reference/sdks/go/overview\"},{\"title\":\"Reference\",\"description\":\"Reference documentation for the Pinecone Go SDK, including client setup, types, and methods for managing indexes and vector data operations.\",\"url\":\"https://github.com/pinecone-io/go-pinecone\",\"href\":\"/reference/sdks/go/reference\"}]}]},{\"group\":\"CLI\",\"pages\":[{\"title\":\"CLI quickstart\",\"description\":\"Pinecone CLI quickstart for installing pc, authenticating, and managing indexes, vectors, and data imports directly from your terminal.\",\"sidebarTitle\":\"Quickstart\",\"href\":\"/reference/cli/quickstart\"},{\"title\":\"CLI command reference\",\"description\":\"Complete Pinecone CLI command reference covering syntax, subcommands, flags, help output, and exit codes for auth, index, and project.\",\"sidebarTitle\":\"Command reference\",\"href\":\"/reference/cli/command-reference\"},{\"title\":\"CLI authentication\",\"description\":\"Authenticate the Pinecone CLI using user login, service accounts, or API keys, including auth priority and Admin API access rules.\",\"sidebarTitle\":\"Authentication\",\"href\":\"/reference/cli/authentication\"},{\"title\":\"CLI target context\",\"description\":\"Pinecone CLI: The CLI's **target context** determines which organization and project your commands operate on. You must authenticate before setting target.\",\"sidebarTitle\":\"Target context\",\"href\":\"/reference/cli/target-context\"}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"Spark-Pinecone connector\",\"description\":\"Pinecone data tools: Use the connector to efficiently create, ingest, and update vector embeddings at scale with Databricks and Pinecone.\",\"href\":\"/reference/tools/pinecone-spark-connector\"}]}]}]},{\"tab\":\"Examples\",\"pages\":[{\"title\":\"Examples\",\"href\":\"/examples/notebooks\"}]},{\"tab\":\"Models\",\"pages\":[{\"title\":\"Models\",\"href\":\"/models/overview\"}]},{\"tab\":\"Integrations\",\"pages\":[{\"title\":\"Integrations\",\"href\":\"/integrations/overview\"}]},{\"tab\":\"Troubleshooting\",\"pages\":[{\"title\":\"Troubleshooting\",\"href\":\"/troubleshooting/contact-support\"}]},{\"tab\":\"Releases\",\"pages\":[{\"title\":\"Releases\",\"href\":\"/release-notes/2026\"}]}]},{\"dropdown\":\"Pinecone Assistant\",\"icon\":\"comments\",\"tabs\":[{\"tab\":\"Guides\",\"groups\":[{\"group\":\"Get started\",\"pages\":[{\"title\":\"Pinecone Assistant\",\"sidebarTitle\":\"Overview\",\"description\":\"Overview of Pinecone Assistant, a managed service for building production-grade RAG chat and agent applications grounded in your data.\",\"mode\":\"wide\",\"href\":\"/guides/assistant/overview\"},{\"group\":\"Quickstart\",\"pages\":[{\"title\":\"Pinecone Assistant: SDK quickstart\",\"sidebarTitle\":\"SDK quickstart\",\"description\":\"Quickstart for Pinecone Assistant using the Python or Node.js SDK to create an assistant, upload documents, and chat with your data via RAG.\",\"og:image\":\"https://www.pinecone.io/api/og/?title=Pinecone Assistant: SDK quickstart\",\"href\":\"/guides/assistant/quickstart/sdk-quickstart\"},{\"title\":\"Pinecone Assistant: n8n quickstart\",\"sidebarTitle\":\"n8n quickstart\",\"description\":\"Build an n8n workflow with Pinecone Assistant and OpenAI to download files via HTTP, upload documents, and chat with them from an automation.\",\"og:image\":\"https://www.pinecone.io/api/og/?title=Pinecone Assistant: n8n quickstart\",\"href\":\"/guides/assistant/quickstart/n8n-quickstart\"}]},{\"title\":\"Pricing and limits\",\"description\":\"Understand Pinecone Assistant pricing for ingestion units, chat tokens, and storage, plus plan-based service limits for file uploads and knowledge size.\",\"href\":\"/guides/assistant/pricing-and-limits\"}]},{\"group\":\"Build an assistant\",\"pages\":[{\"title\":\"Create an assistant\",\"mode\":\"wide\",\"description\":\"Create a Pinecone Assistant with custom instructions, metadata, and region settings using the API, Python SDK, Node.js SDK, or console.\",\"href\":\"/guides/assistant/create-assistant\"},{\"title\":\"Manage assistants\",\"description\":\"List, describe, update, and delete Pinecone assistants and check assistant status using the API, Python SDK, Node.js SDK, or Pinecone console.\",\"href\":\"/guides/assistant/manage-assistants\"}]},{\"group\":\"Upload your data\",\"pages\":[{\"title\":\"Files in Pinecone Assistant\",\"sidebarTitle\":\"Overview\",\"description\":\"Overview of Pinecone Assistant files: supported file types (PDF, DOCX, JSON, MD, TXT), metadata filters, storage, and signed URL access.\",\"href\":\"/guides/assistant/files-overview\"},{\"title\":\"Upload files\",\"description\":\"Upload local files to a Pinecone assistant with Python, JavaScript, or curl, track ingestion operations, and see how uploads are billed as ingestion units.\",\"href\":\"/guides/assistant/upload-files\"},{\"title\":\"Multimodal context for assistants\",\"sidebarTitle\":\"Multimodal context\",\"description\":\"Enable multimodal PDF context in Pinecone Assistant to analyze charts, images, and diagrams using OCR and visual understanding for RAG.\",\"href\":\"/guides/assistant/multimodal\"},{\"title\":\"Manage files\",\"description\":\"List files in your Pinecone assistant, check individual file ingestion status by ID, view metadata, and delete files using the API, SDKs, or console.\",\"href\":\"/guides/assistant/manage-files\"}]},{\"group\":\"Chat with an assistant\",\"pages\":[{\"title\":\"Chat through the standard interface\",\"sidebarTitle\":\"Standard interface\",\"description\":\"Chat with Pinecone Assistant through the standard interface with default, streaming, or JSON responses, plus citations and chat history support.\",\"href\":\"/guides/assistant/chat-with-assistant\"},{\"title\":\"Chat through the OpenAI-compatible interface\",\"sidebarTitle\":\"OpenAI-compatible interface\",\"description\":\"Chat with Pinecone Assistant using the OpenAI-compatible Chat Completion API for inline citations, streaming responses, and easy integration.\",\"href\":\"/guides/assistant/chat-through-the-openai-compatible-interface\"}]},{\"group\":\"Evaluate answers\",\"pages\":[{\"title\":\"Evaluation overview\",\"sidebarTitle\":\"Overview\",\"description\":\"Overview of Pinecone Assistant response evaluation: measure correctness, completeness, and alignment scores to benchmark RAG system quality.\",\"href\":\"/guides/assistant/evaluation-overview\"},{\"title\":\"Evaluate answers\",\"mode\":\"wide\",\"description\":\"Evaluate RAG system answers with Pinecone Assistant using correctness, completeness, and alignment metrics against a ground truth answer.\",\"href\":\"/guides/assistant/evaluate-answers\"}]},{\"group\":\"Retrieve context snippets\",\"pages\":[{\"title\":\"Context snippets overview\",\"sidebarTitle\":\"Overview\",\"description\":\"Learn how Pinecone Assistant retrieves context snippets with relevancy scores and references for RAG applications and agentic workflows.\",\"href\":\"/guides/assistant/context-snippets-overview\"},{\"title\":\"Retrieve context snippets\",\"description\":\"Retrieve context snippets and citations from a Pinecone Assistant to power your own LLM, RAG application, or agentic workflow with signed URLs.\",\"href\":\"/guides/assistant/retrieve-context-snippets\"}]},{\"group\":\"Integrate with AI agents\",\"pages\":[{\"title\":\"Use an Assistant MCP server\",\"sidebarTitle\":\"Use an MCP server\",\"description\":\"Connect AI agents to a Pinecone Assistant MCP server via remote or local Model Context Protocol endpoints, including Cursor and Claude Desktop.\",\"href\":\"/guides/assistant/mcp-server\"}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"Manage billing\",\"pages\":[{\"title\":\"Upgrade your plan\",\"description\":\"Learn how Pinecone Assistant admins upgrade to a paid plan to unlock higher limits, more files, evaluations, and advanced access controls.\",\"href\":\"/guides/assistant/admin/upgrade-billing-plan\"},{\"title\":\"Change your payment method\",\"description\":\"Update the credit card or payment method on file for your Pinecone organization to keep billing details current and avoid failed charges.\",\"href\":\"/guides/assistant/admin/change-payment-method\"},{\"title\":\"Downgrade your plan\",\"description\":\"Downgrade your Pinecone subscription from a paid tier back to the free Starter plan, including steps to review usage limits before switching.\",\"href\":\"/guides/assistant/admin/downgrade-billing-plan\"},{\"title\":\"Download a usage report\",\"description\":\"Export a detailed Pinecone usage and cost report for your organization to analyze index consumption, credits, and monthly billing charges.\",\"href\":\"/guides/assistant/admin/download-usage-report\"},{\"title\":\"Access your invoices\",\"description\":\"View, download, and manage your Pinecone billing invoices from the console, including past invoice history, payment status, and PDF exports.\",\"href\":\"/guides/assistant/admin/access-your-invoices\"}]},{\"group\":\"Manage security\",\"pages\":[{\"title\":\"Security overview\",\"sidebarTitle\":\"Overview\",\"description\":\"Overview of Pinecone Assistant admin security features including API keys, single sign-on, service accounts, and audit logs across your organization.\",\"href\":\"/guides/assistant/admin/security-overview\"},{\"title\":\"Manage roles and access\",\"sidebarTitle\":\"Manage roles and access\",\"description\":\"Assign and manage roles for users, service accounts, and API keys using the Pinecone console or the Admin API.\",\"href\":\"/guides/assistant/admin/manage-rbac\"},{\"title\":\"Configure SSO with Okta\",\"description\":\"Integrate Okta with Pinecone to enable single sign-on, configure SAML settings, and manage secure user authentication for your organization.\",\"href\":\"/guides/assistant/admin/configure-sso-with-okta\"},{\"title\":\"Configure audit logs\",\"description\":\"Set up Pinecone audit logs streamed to an Amazon S3 bucket to track user, service account, and API actions across the control plane.\",\"href\":\"/guides/assistant/admin/configure-audit-logs\"}]},{\"group\":\"Manage organizations\",\"pages\":[{\"title\":\"Organizations overview\",\"sidebarTitle\":\"Overview\",\"description\":\"Learn how Pinecone organizations group projects under shared billing, and how organization owners, members, and roles control access and permissions.\",\"href\":\"/guides/assistant/admin/organizations-overview\"},{\"title\":\"Monitor usage and cost\",\"description\":\"Monitor Pinecone Assistant usage and cost, set monthly spend alerts, and track token usage across chat, context retrieval, and evaluation.\",\"href\":\"/guides/assistant/admin/monitor-spend-and-usage\"},{\"title\":\"Manage organization members\",\"description\":\"Invite new members to your Pinecone organization, change their organization roles, and remove users to control access across all projects.\",\"href\":\"/guides/assistant/admin/manage-organization-members\"},{\"title\":\"Manage service accounts at the organization-level\",\"sidebarTitle\":\"Manage service accounts\",\"description\":\"Create and manage 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token.\",\"href\":\"/guides/assistant/admin/manage-projects\"},{\"title\":\"Manage project members\",\"description\":\"Add users to a Pinecone project, assign project owner or user roles, edit permissions, and remove members to control access to indexes and API keys.\",\"href\":\"/guides/assistant/admin/manage-project-members\"},{\"title\":\"Manage API keys\",\"description\":\"Create, view, update, and delete Pinecone API keys for a project, plus assign custom permission roles to control data plane and control plane access.\",\"href\":\"/guides/assistant/admin/manage-api-keys\"},{\"title\":\"Manage service accounts at the project-level\",\"sidebarTitle\":\"Manage service accounts\",\"description\":\"Add and manage project-level service accounts in Pinecone Assistant to enable programmatic Admin API access, roles, and permissions.\",\"href\":\"/guides/assistant/admin/manage-project-service-accounts\"}]}]}]},{\"tab\":\"Reference\",\"versions\":[{\"version\":\"2026-04 (latest)\",\"default\":true,\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"Assistant API reference\",\"description\":\"Assistant API reference overview covering document upload, chat, and RAG endpoints supported by the Pinecone Python and Node.js SDKs.\",\"sidebarTitle\":\"Introduction\",\"href\":\"/reference/api/assistant/introduction\"},{\"title\":\"Authentication\",\"description\":\"Assistant API authentication with API keys, HTTP headers, and SDK client initialization for Pinecone Assistant requests and RAG apps.\",\"href\":\"/reference/api/assistant/authentication\"},{\"title\":\"Pinecone Assistant limits\",\"description\":\"Reference for Pinecone Assistant limits, including file size, storage, chat token, and rate limits across the Starter, Builder, Standard, and Enterprise plans.\",\"sidebarTitle\":\"Limits\",\"href\":\"/reference/api/assistant/assistant-limits\"}]},{\"group\":\"Assistants\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_control_2026-04.oas.yaml GET /assistants\",\"title\":\"List assistants\",\"description\":\"List of all assistants in a project.\\n\\nFor guidance and examples, see [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants#list-assistants-for-a-project).\",\"href\":\"/reference/api/2026-04/assistant/list_assistants\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_control_2026-04.oas.yaml POST /assistants\",\"title\":\"Create an assistant\",\"description\":\"Create an assistant. This is where you specify the underlying training model, which cloud provider you would like to deploy with, and more.\\n\\nFor guidance and examples, see [Create an assistant](https://docs.pinecone.io/guides/assistant/create-assistant)\",\"href\":\"/reference/api/2026-04/assistant/create_assistant\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_control_2026-04.oas.yaml GET /assistants/{assistant_name}\",\"title\":\"Check assistant status\",\"description\":\"Get the status of an assistant.\\n\\nFor guidance and examples, see [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants#get-the-status-of-an-assistant)\",\"href\":\"/reference/api/2026-04/assistant/describe_assistant\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_control_2026-04.oas.yaml PATCH /assistants/{assistant_name}\",\"title\":\"Update an assistant\",\"description\":\"Update an existing assistant. You can modify the assistant's instructions.\\n\\nFor guidance and examples, see [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants#add-instructions-to-an-assistant).\",\"href\":\"/reference/api/2026-04/assistant/update_assistant\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_control_2026-04.oas.yaml DELETE /assistants/{assistant_name}\",\"title\":\"Delete an assistant\",\"description\":\"Delete an existing assistant.\\n\\nFor guidance and examples, see [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants#delete-an-assistant)\",\"href\":\"/reference/api/2026-04/assistant/delete_assistant\"}]},{\"group\":\"Files\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml GET /files/{assistant_name}\",\"title\":\"List Files\",\"description\":\"List all files in an assistant, with an option to filter files with metadata.\\n\\nFor guidance and examples, see [Manage files](https://docs.pinecone.io/guides/assistant/manage-files#list-files-in-an-assistant).\",\"href\":\"/reference/api/2026-04/assistant/list_files\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml POST /files/{assistant_name}\",\"title\":\"Upload a file\",\"description\":\"Upload a file to the specified assistant.\\n\\nAn identifier will be generated. To specify a file identifier or to replace file content, use the upsert endpoint (`PUT /files/{assistant_name}/{assistant_file_id}`).\\n\\nThis operation is asynchronous. The response includes an operation ID that can be used to poll for completion via the describe operation endpoint.\\n\\nFor guidance and examples, see [Manage files](https://docs.pinecone.io/guides/assistant/manage-files#upload-a-local-file).\",\"href\":\"/reference/api/2026-04/assistant/upload_file\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml PUT /files/{assistant_name}/{assistant_file_id}\",\"title\":\"Upsert a file\",\"description\":\"Create or replace a file in the specified assistant. If a file with the given `assistant_file_id` already exists, it will be replaced with the new file. If it doesn't exist, a new file will be created with that identifier.\\n\\nThis operation is asynchronous. The file processing will occur in the background.\\n\\nFor guidance and examples, see [Manage files](https://docs.pinecone.io/guides/assistant/manage-files#upload-a-local-file).\",\"href\":\"/reference/api/2026-04/assistant/upsert_file\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml GET /files/{assistant_name}/{assistant_file_id}\",\"title\":\"Describe a file\",\"description\":\"[Get the current status and metadata of a file](https://docs.pinecone.io/guides/assistant/manage-files#get-the-status-of-a-file) uploaded to an assistant.\",\"href\":\"/reference/api/2026-04/assistant/describe_file\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml DELETE /files/{assistant_name}/{assistant_file_id}\",\"title\":\"Delete a file\",\"description\":\"[Delete an uploaded file](https://docs.pinecone.io/guides/assistant/manage-files#delete-a-file) from an assistant.\\n\\nThis operation is asynchronous. 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Returns operations that are in progress, as well as recently completed or failed operations.\\nBoth successful and failed operations are retained for 30 days after completion.\\nUse the `operation_type` and `status` query parameters to filter results.\\n\",\"href\":\"/reference/api/2026-04/assistant/list_operations\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml GET /operations/{assistant_name}/{operation_id}\",\"title\":\"Describe an operation\",\"description\":\"Get the status of an operation.\\n\",\"href\":\"/reference/api/2026-04/assistant/describe_operation\"}]},{\"group\":\"Chat\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml POST /chat/{assistant_name}\",\"title\":\"Chat with an assistant\",\"description\":\"Chat with an assistant and get back citations in structured form. \\n\\nThis is the recommended way to chat with an assistant, as it offers more functionality and control over the assistant's responses and references than the OpenAI-compatible chat interface.\\n\\nFor guidance and examples, see [Chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant).\",\"href\":\"/reference/api/2026-04/assistant/chat_assistant\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml POST /chat/{assistant_name}/chat/completions\",\"title\":\"Chat through an OpenAI-compatible interface\",\"description\":\"Chat with an assistant. This endpoint is based on the OpenAI Chat Completion API, a commonly used and adopted API. \\n\\nIt is useful if you need inline citations or OpenAI-compatible responses, but has limited functionality compared to the standard chat interface.\\n\\nFor guidance and examples, see [Chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant).\",\"href\":\"/reference/api/2026-04/assistant/chat_completion_assistant\"}]},{\"group\":\"Evaluation\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_evaluation_2026-04.oas.yaml POST /evaluation/metrics/alignment\",\"title\":\"Evaluate an answer\",\"description\":\"Evaluate the correctness and completeness of a response from an assistant or a RAG system. The correctness and completeness are evaluated based on the precision and recall of the generated answer with respect to the ground truth answer facts. Alignment is the harmonic mean of correctness and completeness.\\n\\nFor guidance and examples, see [Evaluate answers](https://docs.pinecone.io/guides/assistant/evaluate-answers).\",\"href\":\"/reference/api/2026-04/assistant/metrics_alignment\"}]},{\"group\":\"Context snippets\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/assistant_data_2026-04.oas.yaml POST /chat/{assistant_name}/context\",\"title\":\"Retrieve context from an assistant\",\"description\":\"Retrieve context snippets from an assistant to use as part of RAG or any agentic flow.\\n\\nFor guidance and examples, see [Retrieve context snippets](https://docs.pinecone.io/guides/assistant/retrieve-context-snippets).\",\"href\":\"/reference/api/2026-04/assistant/context_assistant\"}]},{\"group\":\"Admin\",\"pages\":[{\"group\":\"API keys\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects/{project_id}/api-keys\",\"title\":\"Create an API key\",\"description\":\"Create an API key for a project to authenticate Data Plane and Control Plane requests.\\n\",\"href\":\"/reference/api/2026-04/admin-assistant/create_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}/api-keys\",\"title\":\"List API keys\",\"description\":\"List all API keys in a project.\",\"href\":\"/reference/api/2026-04/admin-assistant/list_api_keys\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/api-keys/{api_key_id}\",\"title\":\"Get API key details\",\"description\":\"Get an API key's details, excluding its secret.\",\"href\":\"/reference/api/2026-04/admin-assistant/fetch_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/api-keys/{api_key_id}\",\"title\":\"Update an API key\",\"description\":\"Update an API key's name and roles.\",\"href\":\"/reference/api/2026-04/admin-assistant/update_api_key\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/api-keys/{api_key_id}\",\"title\":\"Delete an API key\",\"description\":\"Delete an API key from a project.\",\"href\":\"/reference/api/2026-04/admin-assistant/delete_api_key\"}]},{\"group\":\"Projects\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml post /admin/projects\",\"title\":\"Create a new project\",\"description\":\"Create a new project.\",\"href\":\"/reference/api/2026-04/admin-assistant/create_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects\",\"title\":\"List projects\",\"description\":\"List all projects in an organization.\",\"href\":\"/reference/api/2026-04/admin-assistant/list_projects\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml get /admin/projects/{project_id}\",\"title\":\"Get project details\",\"description\":\"Get a project's details.\",\"href\":\"/reference/api/2026-04/admin-assistant/fetch_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml patch /admin/projects/{project_id}\",\"title\":\"Update a project\",\"description\":\"Update a project's name, maximum number of Pods, or customer-managed encryption key (CMEK).\\n\",\"href\":\"/reference/api/2026-04/admin-assistant/update_project\"},{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/admin_2026-04.oas.yaml delete /admin/projects/{project_id}\",\"title\":\"Delete a project\",\"description\":\"Delete a project and all its configuration; delete its indexes, assistants, backups, and collections first.\\n\",\"href\":\"/reference/api/2026-04/admin-assistant/delete_project\"}]},{\"group\":\"Service accounts\",\"pages\":[{\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-04/oauth_2026-04.oas.yaml post /oauth/token\",\"title\":\"Create an access token\",\"description\":\"Obtain an access token for a service account using the OAuth2 client credentials flow. An access token is needed to authorize requests to the Pinecone Admin API.\\nThe host domain for OAuth endpoints is `login.pinecone.io`.\\n\",\"href\":\"/reference/api/2026-04/admin-assistant/get_token\"}]}]},{\"group\":\"Architecture\",\"pages\":[{\"title\":\"Pinecone Assistant architecture\",\"description\":\"Pinecone Assistant architecture overview covering document ingestion, chunking, vector retrieval, and LLM response generation for RAG.\",\"sidebarTitle\":\"Assistant architecture\",\"href\":\"/reference/architecture/assistant-architecture\"}]}]},{\"version\":\"2025-10\",\"pages\":[{\"title\":\"2025-10\",\"href\":\"/reference/api/database-limits\"}]},{\"version\":\"2025-04\",\"pages\":[{\"title\":\"2025-04\",\"href\":\"/reference/api/database-limits\"}]},{\"version\":\"2025-01\",\"pages\":[{\"title\":\"2025-01\",\"href\":\"/reference/api/database-limits\"}]}]},{\"tab\":\"Examples\",\"pages\":[{\"title\":\"Assistant examples\",\"description\":\"Notebooks and Next.js sample apps for Pinecone Assistant: quickstart, context snippet retrieval, and a full-stack chat UI with citations.\",\"href\":\"/examples/assistant\"}]},{\"tab\":\"Releases\",\"groups\":[{\"group\":\"Release notes\",\"pages\":[{\"title\":\"2026 releases\",\"description\":\"Pinecone release notes for 2026: new features, improvements, and API changes.\",\"href\":\"/assistant-release-notes/2026\"},{\"title\":\"2025 releases\",\"description\":\"Pinecone release notes for 2025: new features, improvements, and API changes.\",\"href\":\"/assistant-release-notes/2025\"},{\"title\":\"2024 releases\",\"description\":\"Pinecone release notes for 2024: new features, improvements, and API changes.\",\"href\":\"/assistant-release-notes/2024\"},{\"title\":\"2023 releases\",\"description\":\"Pinecone release notes for 2023: new features, improvements, and API changes.\",\"mode\":\"wide\",\"href\":\"/assistant-release-notes/2023\"},{\"title\":\"2022 releases\",\"description\":\"Pinecone release notes for 2022: new features, improvements, and API changes.\",\"mode\":\"wide\",\"href\":\"/assistant-release-notes/2022\"}]},{\"group\":\"Policies\",\"pages\":[{\"title\":\"Feature availability\",\"description\":\"Pinecone feature availability across public preview, general availability, and limited availability releases, with links to release notes.\",\"href\":\"/assistant-release-notes/feature-availability\"}]}]}]},{\"dropdown\":\"Pinecone Nexus\",\"icon\":\"brain-circuit\",\"tabs\":[{\"tab\":\"Guides\",\"groups\":[{\"group\":\"Get started\",\"pages\":[{\"title\":\"Pinecone Nexus\",\"sidebarTitle\":\"Overview\",\"description\":\"Pinecone Nexus is the knowledge engine for agents. It compiles your data into queryable knowledge once, then serves grounded, cited answers to agents on every call.\",\"mode\":\"wide\",\"href\":\"/guides/nexus/overview\"},{\"title\":\"Nexus quickstart\",\"sidebarTitle\":\"Quickstart\",\"description\":\"Deploy Pinecone Nexus with bring-your-own-cloud (BYOC), build a context from your own documents, and run your first query from the deployment console.\",\"href\":\"/guides/nexus/quickstart\"},{\"title\":\"Nexus key concepts\",\"sidebarTitle\":\"Key concepts\",\"description\":\"Learn the core Pinecone Nexus concepts: sources, workspaces, contexts, manifests, artifacts, tasks, sessions, and the Query API, and how they connect.\",\"href\":\"/guides/nexus/concepts\"}]},{\"group\":\"The knowledge engine\",\"pages\":[{\"title\":\"How Nexus works\",\"sidebarTitle\":\"How Nexus works\",\"description\":\"How Nexus distills curated artifacts for retrieval, then answers with code over a retrieval SDK.\",\"href\":\"/guides/nexus/how-it-works\"},{\"title\":\"Context design\",\"sidebarTitle\":\"Context design\",\"description\":\"The manifest, the information stack (chunks, artifacts, and edges), and the artifact-kind reference.\",\"href\":\"/guides/nexus/context-design\"},{\"title\":\"Curation\",\"sidebarTitle\":\"Curation\",\"description\":\"The write path that turns sources into chunks and artifacts, incrementally, driven by the manifest.\",\"href\":\"/guides/nexus/how-curation-works\"},{\"group\":\"Queries and sessions\",\"pages\":[{\"title\":\"Queries\",\"sidebarTitle\":\"Queries\",\"description\":\"The query runtime that gathers evidence and composes a grounded, cited answer.\",\"href\":\"/guides/nexus/how-queries-work\"},{\"title\":\"Query tracing\",\"sidebarTitle\":\"Query tracing\",\"description\":\"Trace any query to see the steps, retrieval code, tokens, and cost behind its answer.\",\"href\":\"/guides/nexus/query-tracing\"}]}]},{\"group\":\"Tools\",\"pages\":[{\"title\":\"MCP server\",\"sidebarTitle\":\"MCP server\",\"description\":\"Query your Pinecone Nexus contexts from any Model Context Protocol client, such as Claude Desktop, over Streamable HTTP.\",\"href\":\"/guides/nexus/mcp-server\"}]},{\"group\":\"Bring your own cloud\",\"pages\":[{\"title\":\"Nexus BYOC overview\",\"sidebarTitle\":\"Overview\",\"description\":\"What Nexus bring your own cloud is, how it relates to Database BYOC, and its architecture.\",\"href\":\"/guides/nexus/byoc/overview\"},{\"title\":\"Data residency and limits\",\"sidebarTitle\":\"Residency and limits\",\"description\":\"Where your data lives and travels in Nexus BYOC, plus authentication, encryption, cluster footprint, and limitations.\",\"href\":\"/guides/nexus/byoc/reference\"},{\"title\":\"Deploy Nexus BYOC\",\"sidebarTitle\":\"Deploy\",\"description\":\"Install and operate Pinecone Nexus in your own cloud account.\",\"href\":\"/guides/nexus/byoc/deploy\"}]}]},{\"tab\":\"Reference\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"Pinecone Nexus API\",\"sidebarTitle\":\"Introduction\",\"description\":\"Programmatic access to Nexus: manage contexts and sources, curate, and query with KnowQL.\",\"href\":\"/reference/api/nexus/introduction\"},{\"title\":\"Authentication\",\"sidebarTitle\":\"Authentication\",\"description\":\"Authenticate to the Nexus API with your Pinecone API key, sent directly or exchanged for a short-lived session token.\",\"href\":\"/reference/api/nexus/authentication\"}]},{\"group\":\"Endpoints\",\"pages\":[{\"group\":\"Auth\",\"pages\":[{\"title\":\"Exchange a Pinecone API key for a session token\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /auth/login\",\"href\":\"/api-reference/auth/exchange-a-pinecone-api-key-for-a-session-token\",\"autogeneratedByOpenApi\":true},{\"title\":\"Current identity (whoami)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /auth\",\"href\":\"/api-reference/auth/current-identity-whoami\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Project\",\"pages\":[{\"title\":\"Get the active project\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /project\",\"href\":\"/api-reference/project/get-the-active-project\",\"autogeneratedByOpenApi\":true},{\"title\":\"Project-wide task stats\",\"description\":\"Aggregate task counters across the whole project (all contexts), broken down by state and workflow. The per-context equivalent is `GET /contexts/{slug}/tasks/stats`.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /stats\",\"href\":\"/api-reference/project/project-wide-task-stats\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Connectors\",\"pages\":[{\"title\":\"List the project's linked connectors\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /connectors\",\"href\":\"/api-reference/connectors/list-the-projects-linked-connectors\",\"autogeneratedByOpenApi\":true},{\"title\":\"Get a connector\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /connectors/{id}\",\"href\":\"/api-reference/connectors/get-a-connector\",\"autogeneratedByOpenApi\":true},{\"title\":\"Unlink a connector\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /connectors/{id}\",\"href\":\"/api-reference/connectors/unlink-a-connector\",\"autogeneratedByOpenApi\":true},{\"title\":\"Start the OAuth link flow for a provider\",\"description\":\"Returns an `authorize_url` for the user to open in a browser. The connector is persisted by the provider's OAuth redirect callback once the user approves access.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /connectors/oauth/{provider}/start\",\"href\":\"/api-reference/connectors/start-the-oauth-link-flow-for-a-provider\",\"autogeneratedByOpenApi\":true},{\"title\":\"Link a connector with an API key\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /connectors/keys/{provider}\",\"href\":\"/api-reference/connectors/link-a-connector-with-an-api-key\",\"autogeneratedByOpenApi\":true},{\"title\":\"Browse a connector's folders/files\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /connectors/{id}/items\",\"href\":\"/api-reference/connectors/browse-a-connectors-foldersfiles\",\"autogeneratedByOpenApi\":true},{\"title\":\"List a context's connectors (with per-context enabled flag)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/connectors\",\"href\":\"/api-reference/connectors/list-a-contexts-connectors-with-per-context-enabled-flag\",\"autogeneratedByOpenApi\":true},{\"title\":\"Enable or disable a connector for a context\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml put /contexts/{slug}/connectors/{connector_id}\",\"href\":\"/api-reference/connectors/enable-or-disable-a-connector-for-a-context\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Contexts\",\"pages\":[{\"title\":\"List contexts (newest first, with stats)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts\",\"href\":\"/api-reference/contexts/list-contexts-newest-first-with-stats\",\"autogeneratedByOpenApi\":true},{\"title\":\"Create a context\",\"description\":\"The context is created empty and is not queryable until you import sources and curate them (curate is explicit — there is no auto-curate). Optionally seed a `manifest`. A `work` context is the exception: it is queryable from day zero and is built from traces of work rather than source documents.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts\",\"href\":\"/api-reference/contexts/create-a-context\",\"autogeneratedByOpenApi\":true},{\"title\":\"Get a context\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}\",\"href\":\"/api-reference/contexts/get-a-context\",\"autogeneratedByOpenApi\":true},{\"title\":\"Update a context\",\"description\":\"All fields optional; absent leaves untouched. Empty string clears description/guide; `{}` clears the manifest back to defaults. A supplied manifest is validated against the manifest schema.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml put /contexts/{slug}\",\"href\":\"/api-reference/contexts/update-a-context\",\"autogeneratedByOpenApi\":true},{\"title\":\"Delete a context (and its Pinecone indexes)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /contexts/{slug}\",\"href\":\"/api-reference/contexts/delete-a-context-and-its-pinecone-indexes\",\"autogeneratedByOpenApi\":true},{\"title\":\"Fork a context (copy manifest into a fresh target)\",\"description\":\"Copies the source context's manifest and lifecycle metadata onto an **already-created** target context in the same project, so the target's query and curate gates pass. It does not create the target — create it first with `POST /contexts`. The target's index stays empty until curated. The source must have been optimized (`last_optimized_at` set) and must not be optimizing.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/fork\",\"href\":\"/api-reference/contexts/fork-a-context-copy-manifest-into-a-fresh-target\",\"autogeneratedByOpenApi\":true},{\"title\":\"Per-context task statistics\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/tasks/stats\",\"href\":\"/api-reference/contexts/per-context-task-statistics\",\"autogeneratedByOpenApi\":true},{\"title\":\"Trigger an on-demand self-tuning optimize\",\"description\":\"Tunes the manifest from real query traffic and chains a forced re-curate. A body is required but every field in it is optional, so `{}` is valid — and a no-op when no `candidate_queries` are supplied. The context must have been curated, and only one optimize runs at a time.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/optimize\",\"href\":\"/api-reference/contexts/trigger-an-on-demand-self-tuning-optimize\",\"autogeneratedByOpenApi\":true},{\"title\":\"Run the Design-flow explore agent (propose a manifest)\",\"description\":\"Inspects the uploaded source and proposes manifest-template matches, returned in the task's `output` (see `ExploreOutput`). Persists nothing on the index — review the proposal, then apply it via the manifest update + a forced curate. Body is optional.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/explore\",\"href\":\"/api-reference/contexts/run-the-design-flow-explore-agent-propose-a-manifest\",\"autogeneratedByOpenApi\":true},{\"title\":\"Estimate the token + time cost of curating the in-progress manifest\",\"description\":\"Spins up the `profile` runtime to estimate the token + time cost of curating the sources under the in-progress manifest (sent in the request body), returned as the task's `output` (see `ProfileEstimateOutput`). Persists nothing; the console polls it for the Design-page cost box. Body is optional.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/profile\",\"href\":\"/api-reference/contexts/estimate-the-token-+-time-cost-of-curating-the-in-progress-manifest\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Manifest\",\"pages\":[{\"title\":\"Get the context's manifest\",\"description\":\"The context's pinned manifest document. A context with no pinned manifest returns `{}` — the runtime fills defaults. Writes go through the `manifest` field on `PUT /contexts/{slug}`.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/manifest\",\"href\":\"/api-reference/manifest/get-the-contexts-manifest\",\"autogeneratedByOpenApi\":true},{\"title\":\"List the built-in manifest templates\",\"description\":\"The catalog the console seeds new contexts from.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /manifest/templates\",\"href\":\"/api-reference/manifest/list-the-built-in-manifest-templates\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Curation\",\"pages\":[{\"title\":\"Get the curation ledger\",\"description\":\"The full ledger: per-source hashes, edges, corpus groups, chunk-id lineage, version pin, reclaim intents, pointers, and glossary. This pays an O(corpus) chunk-id-lineage read — use `GET /contexts/{slug}/curate/version/pin` on the per-turn path.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/curate\",\"href\":\"/api-reference/curation/get-the-curation-ledger\",\"autogeneratedByOpenApi\":true},{\"title\":\"(Re)build the context's index from its sources\",\"description\":\"Curate the staged sources under the active manifest. **Required before querying** — there is no auto-curate. Body is optional. Set `force: true` to do a full rebuild (use after editing the manifest); the default is an incremental curate. Search contexts only — a work context builds via `work`/`groom` instead.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/curate\",\"href\":\"/api-reference/curation/rebuild-the-contexts-index-from-its-sources\",\"autogeneratedByOpenApi\":true},{\"title\":\"Drop named sources from the index + ledger\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/curate/delete-sources\",\"href\":\"/api-reference/curation/drop-named-sources-from-the-index-+-ledger\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Source Files\",\"pages\":[{\"title\":\"Import source documents from a project connector\",\"description\":\"Pull source documents from a linked project connector (Box, ...) into the context. Supply either `folder` or `files`. Stages the source only — curate explicitly before querying.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/import\",\"href\":\"/api-reference/source-files/import-source-documents-from-a-project-connector\",\"autogeneratedByOpenApi\":true},{\"title\":\"Upload a source file or archive\",\"description\":\"One file per request, max 2 GiB. Archives (`.zip`, `.tar`, `.tar.gz`, `.tgz`) are expanded by the import runtime. Stages the source only — it does not index anything. Curate explicitly with `POST /contexts/{slug}/curate` before querying.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /contexts/{slug}/import/upload\",\"href\":\"/api-reference/source-files/upload-a-source-file-or-archive\",\"autogeneratedByOpenApi\":true},{\"title\":\"List the source file tree (root)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/source/list\",\"href\":\"/api-reference/source-files/list-the-source-file-tree-root\",\"autogeneratedByOpenApi\":true},{\"title\":\"Source file/dir/size counts\",\"description\":\"Aggregate counts. Under preview mode the response also carries the per-context quota (`max_files_per_context`, `max_bytes_per_context`, `used_files`, `used_bytes`); those fields are absent otherwise.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/source/stats\",\"href\":\"/api-reference/source-files/source-filedirsize-counts\",\"autogeneratedByOpenApi\":true},{\"title\":\"Flat manifest of source files (path, size, last_modified)\",\"description\":\"Flat source-object inventory used to render the source page without walking the tree. Excludes the `_inbox/` staging directory.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/source/manifest\",\"href\":\"/api-reference/source-files/flat-manifest-of-source-files-path-size-last_modified\",\"autogeneratedByOpenApi\":true},{\"title\":\"List the source file tree under a path\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/source/list/{path}\",\"href\":\"/api-reference/source-files/list-the-source-file-tree-under-a-path\",\"autogeneratedByOpenApi\":true},{\"title\":\"Read a source file (raw bytes)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/source/read/{path}\",\"href\":\"/api-reference/source-files/read-a-source-file-raw-bytes\",\"autogeneratedByOpenApi\":true},{\"title\":\"Delete a source file\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /contexts/{slug}/source/delete/{path}\",\"href\":\"/api-reference/source-files/delete-a-source-file\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Knowledge\",\"pages\":[{\"title\":\"List curated knowledge (root)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/knowledge/list\",\"href\":\"/api-reference/knowledge/list-curated-knowledge-root\",\"autogeneratedByOpenApi\":true},{\"title\":\"Knowledge file/dir/size counts\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/knowledge/stats\",\"href\":\"/api-reference/knowledge/knowledge-filedirsize-counts\",\"autogeneratedByOpenApi\":true},{\"title\":\"List curated knowledge under a path\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/knowledge/list/{path}\",\"href\":\"/api-reference/knowledge/list-curated-knowledge-under-a-path\",\"autogeneratedByOpenApi\":true},{\"title\":\"Read a curated knowledge file (raw bytes)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /contexts/{slug}/knowledge/read/{path}\",\"href\":\"/api-reference/knowledge/read-a-curated-knowledge-file-raw-bytes\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Query\",\"pages\":[{\"title\":\"Run one KnowQL query turn\",\"description\":\"Send `ask` (the natural-language question) and, when starting a new session, a `scope` of 1–10 contexts. Continue an existing session with `session_id` or `previous_query_id`. Scoped search contexts must be curated (work contexts are queryable immediately), and a scope may not mix work and search contexts.\\n\\n`stream` and `background` are mutually exclusive. With `background: true` the API returns `202` with an `in_progress` query and the client polls `GET /queries/{id}`. With `stream: true` the API emits an SSE stream whose `event:` names are the event `type` (`response.created`, `response.step`, `response.output_text.delta`, `response.turn_rollup`, `response.synthesis`, `response.trace`, and a terminal `response.completed` / `response.failed` / `response.cancelled`), followed by a final `query` event carrying the full query object. Read the answer from `output[].content[].text`.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /query\",\"href\":\"/api-reference/query/run-one-knowql-query-turn\",\"autogeneratedByOpenApi\":true},{\"title\":\"Fetch one query (turn)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /queries/{id}\",\"href\":\"/api-reference/query/fetch-one-query-turn\",\"autogeneratedByOpenApi\":true},{\"title\":\"Cancel an in-progress query turn\",\"description\":\"Idempotent — an already-terminal query is returned unchanged. On success the turn's `status` becomes `cancelled`.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /queries/{id}/cancel\",\"href\":\"/api-reference/query/cancel-an-in-progress-query-turn\",\"autogeneratedByOpenApi\":true},{\"title\":\"Fetch the recorded trace for a query turn\",\"description\":\"The per-turn debug trace (steps, tool calls, strategy, cost, rollup). Trace persistence is unconditional — every turn lands a trace blob — so this is available once the turn is terminal.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /queries/{id}/trace\",\"href\":\"/api-reference/query/fetch-the-recorded-trace-for-a-query-turn\",\"autogeneratedByOpenApi\":true},{\"title\":\"Stream a query turn's events (SSE)\",\"description\":\"Server-sent event stream of the turn's events as they land — the same `type`-named events POST /query emits with `stream: true`, but as a standalone, resumable subscription. Reconnect with `Last-Event-ID` to replay from where the stream dropped.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /queries/{id}/events\",\"href\":\"/api-reference/query/stream-a-query-turns-events-sse\",\"autogeneratedByOpenApi\":true},{\"title\":\"Record thumbs-up/down feedback on a query turn\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml post /queries/{id}/feedback\",\"href\":\"/api-reference/query/record-thumbs-updown-feedback-on-a-query-turn\",\"autogeneratedByOpenApi\":true},{\"title\":\"List the selectable query models\",\"description\":\"The model catalog the `model` field on `POST /query` draws from. Returns the default model, every catalog entry, the tier → model-id map, per-phase defaults, and the curate-capable model ids. Only entries with `available: true` are selectable (others are coming soon and rejected with `400`).\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /models\",\"href\":\"/api-reference/query/list-the-selectable-query-models\",\"autogeneratedByOpenApi\":true},{\"title\":\"List project-wide query sessions (newest first)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /sessions\",\"href\":\"/api-reference/query/list-project-wide-query-sessions-newest-first\",\"autogeneratedByOpenApi\":true},{\"title\":\"Get a session with its queries (conversation order)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /sessions/{id}\",\"href\":\"/api-reference/query/get-a-session-with-its-queries-conversation-order\",\"autogeneratedByOpenApi\":true},{\"title\":\"Delete a session and its queries\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /sessions/{id}\",\"href\":\"/api-reference/query/delete-a-session-and-its-queries\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Tasks\",\"pages\":[{\"title\":\"List tasks (project-wide, paginated)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks\",\"href\":\"/api-reference/tasks/list-tasks-project-wide-paginated\",\"autogeneratedByOpenApi\":true},{\"title\":\"Get a task (with steps)\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}\",\"href\":\"/api-reference/tasks/get-a-task-with-steps\",\"autogeneratedByOpenApi\":true},{\"title\":\"Cancel/terminate a task\",\"description\":\"Body is optional. Max body 1 MiB.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /tasks/{id}\",\"href\":\"/api-reference/tasks/cancelterminate-a-task\",\"autogeneratedByOpenApi\":true},{\"title\":\"Live token + runtime stats for a task\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}/stats\",\"href\":\"/api-reference/tasks/live-token-+-runtime-stats-for-a-task\",\"autogeneratedByOpenApi\":true}]},{\"group\":\"Task Files\",\"pages\":[{\"title\":\"Read a task file (raw bytes)\",\"description\":\"Serves from the live container while the task runs, and from the archived blob store afterwards. This is how a finished pack's `\u003cslug\u003e.context.zip` is downloaded.\",\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}/files/read/{path}\",\"href\":\"/api-reference/task-files/read-a-task-file-raw-bytes\",\"autogeneratedByOpenApi\":true},{\"title\":\"Stat a task file\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}/files/metadata/{path}\",\"href\":\"/api-reference/task-files/stat-a-task-file\",\"autogeneratedByOpenApi\":true},{\"title\":\"List a task's files under a path\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}/files/list/{path}\",\"href\":\"/api-reference/task-files/list-a-tasks-files-under-a-path\",\"autogeneratedByOpenApi\":true},{\"title\":\"List a task's working-directory files\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml get /tasks/{id}/files/list\",\"href\":\"/api-reference/task-files/list-a-tasks-working-directory-files\",\"autogeneratedByOpenApi\":true},{\"title\":\"Delete a task file\",\"description\":null,\"deprecated\":null,\"version\":null,\"openapi\":\"https://raw.githubusercontent.com/pinecone-io/pinecone-api/refs/heads/main/2026-07/nexus_2026-07.oas.yaml delete /tasks/{id}/files/delete/{path}\",\"href\":\"/api-reference/task-files/delete-a-task-file\",\"autogeneratedByOpenApi\":true}]}]}]},{\"tab\":\"Releases\",\"groups\":[{\"group\":\"Release notes\",\"pages\":[{\"title\":\"2026 releases\",\"description\":\"Pinecone Nexus release notes for 2026.\",\"href\":\"/nexus-release-notes/2026\"}]},{\"group\":\"Policies\",\"pages\":[{\"title\":\"Feature availability\",\"description\":\"Feature availability phases for Pinecone Nexus.\",\"href\":\"/nexus-release-notes/feature-availability\"}]}]}]},{\"dropdown\":\"Pinecone Marketplace\",\"icon\":\"store\",\"tabs\":[{\"tab\":\"Guides\",\"groups\":[{\"group\":\"Get started\",\"pages\":[{\"title\":\"Pinecone Marketplace\",\"sidebarTitle\":\"Overview\",\"description\":\"Pinecone Marketplace is a no-code platform for building, publishing, and operating grounded knowledge applications from vertical templates and connectors.\",\"mode\":\"wide\",\"href\":\"/guides/marketplace/overview\"},{\"title\":\"Marketplace quickstart\",\"sidebarTitle\":\"Quickstart\",\"description\":\"Pinecone Marketplace quickstart: pick a template app, connect a Google Drive folder, configure the deployment, and publish your first knowledge app.\",\"href\":\"/guides/marketplace/quickstart\"},{\"title\":\"Marketplace concepts\",\"sidebarTitle\":\"Concepts\",\"description\":\"Learn Pinecone Marketplace concepts including knowledge applications, deployments, templates, manifests, KAT routing, layouts, and visual components.\",\"href\":\"/guides/marketplace/concepts\"},{\"title\":\"Marketplace pricing and limits\",\"sidebarTitle\":\"Pricing and limits\",\"description\":\"How Pinecone Marketplace usage is billed through Assistant and index consumption, plus deployment limits on connectors, files, and consumer auth.\",\"href\":\"/guides/marketplace/pricing-and-limits\"}]},{\"group\":\"Templates\",\"pages\":[{\"title\":\"Templates overview\",\"sidebarTitle\":\"Overview\",\"description\":\"How Pinecone Marketplace templates work, what they define, and how operators customize a deployment after creating it from a template.\",\"href\":\"/guides/marketplace/templates-overview\"},{\"title\":\"Template catalog\",\"sidebarTitle\":\"Template catalog\",\"description\":\"Browse the vertical apps in the Pinecone Marketplace template catalog, including Customer Support, HR Benefits, Deal Desk, and Financial Filings Analyzer.\",\"href\":\"/guides/marketplace/template-catalog\"}]},{\"group\":\"Build a knowledge application\",\"pages\":[{\"title\":\"Create a deployment\",\"sidebarTitle\":\"Create a deployment\",\"description\":\"Create a new Pinecone Marketplace deployment from a vertical template, name it, choose a layout, and configure operating parameters for your use case.\",\"href\":\"/guides/marketplace/create-a-deployment\"},{\"title\":\"Configure operating parameters\",\"sidebarTitle\":\"Operating parameters\",\"description\":\"Tune the system prompt, starter prompts, and response style of a Pinecone Marketplace knowledge application through operating parameter settings.\",\"href\":\"/guides/marketplace/configure-operating-parameters\"},{\"title\":\"Configure layouts\",\"sidebarTitle\":\"Layouts\",\"description\":\"Choose a chat, search, structured, or hybrid consumer layout for a Pinecone Marketplace knowledge application to match your end-user experience.\",\"href\":\"/guides/marketplace/configure-layouts\"},{\"title\":\"Configure components\",\"sidebarTitle\":\"Components\",\"description\":\"Enable visual components like comparison tables, timelines, and coverage matrices in a Pinecone Marketplace knowledge application interface.\",\"href\":\"/guides/marketplace/configure-components\"}]},{\"group\":\"Connect data sources\",\"pages\":[{\"title\":\"Connectors overview\",\"sidebarTitle\":\"Connectors\",\"description\":\"How Pinecone Marketplace connectors ingest documents, keep them in sync with source systems, and let operators add manually uploaded files.\",\"href\":\"/guides/marketplace/connectors-overview\"}]},{\"group\":\"Multi-domain orchestration\",\"pages\":[{\"title\":\"Knowledge Agent Toolkit (KAT) overview\",\"sidebarTitle\":\"KAT overview\",\"description\":\"How the Knowledge Agent Toolkit (KAT) orchestrates multi-domain Pinecone Marketplace apps with manifests, disambiguation, slot filling, and guardrails.\",\"href\":\"/guides/marketplace/kat-overview\"},{\"title\":\"Multi-domain routing\",\"sidebarTitle\":\"Multi-domain routing\",\"description\":\"How the Knowledge Agent Toolkit (KAT) routes queries across multiple knowledge bases in a Pinecone Marketplace deployment for multi-domain answers.\",\"href\":\"/guides/marketplace/multi-domain-routing\"}]},{\"group\":\"Publish and operate\",\"pages\":[{\"title\":\"Publish a deployment\",\"sidebarTitle\":\"Publish\",\"description\":\"Publish a Pinecone Marketplace deployment to promote a building version to active, run introspection, generate starter prompts, and evaluate quality.\",\"href\":\"/guides/marketplace/publish-a-deployment\"},{\"title\":\"Manage versions and rollback\",\"sidebarTitle\":\"Versions and rollback\",\"description\":\"Use versioned publishing in Pinecone Marketplace to stage edits, compare active and building versions, and roll back a deployment when needed.\",\"href\":\"/guides/marketplace/manage-versions-and-rollback\"},{\"title\":\"Evaluations\",\"sidebarTitle\":\"Evaluations\",\"description\":\"How Pinecone Marketplace runs automatic evaluations on every publish, scoring faithfulness and relevance to catch regressions in a new version.\",\"href\":\"/guides/marketplace/evaluations\"},{\"title\":\"Analytics and event logs\",\"sidebarTitle\":\"Analytics and event logs\",\"description\":\"Track end-user activity, refusal rates, feedback, and event logs in a Pinecone Marketplace deployment for analytics, auditing, and debugging.\",\"href\":\"/guides/marketplace/analytics-and-event-logs\"}]},{\"group\":\"Access control\",\"pages\":[{\"title\":\"Deployer authentication\",\"sidebarTitle\":\"Deployer authentication\",\"description\":\"Sign in to Pinecone Marketplace as an operator to create deployments, manage sessions across devices, and audit deployer actions in the event log.\",\"href\":\"/guides/marketplace/deployer-auth\"},{\"title\":\"Consumer authentication\",\"sidebarTitle\":\"Consumer authentication\",\"description\":\"Configure consumer sign-in for a Pinecone Marketplace deployment using link access or Google sign-in to control who can use your knowledge application.\",\"href\":\"/guides/marketplace/consumer-auth-overview\"}]}]},{\"tab\":\"End user guide\",\"groups\":[{\"group\":\"Use a knowledge application\",\"pages\":[{\"title\":\"End user guide\",\"sidebarTitle\":\"Overview\",\"description\":\"End-user overview of Pinecone Marketplace knowledge applications, including how to sign in with link access or Google and read grounded citations.\",\"href\":\"/guides/marketplace/end-user/overview\"},{\"title\":\"Ask questions\",\"sidebarTitle\":\"Ask questions\",\"description\":\"Tips for end users on asking clear, specific questions in a Pinecone Marketplace knowledge application, using follow-ups, and handling clarifications.\",\"href\":\"/guides/marketplace/end-user/ask-questions\"},{\"title\":\"Understand answers\",\"sidebarTitle\":\"Understand answers\",\"description\":\"Read citations, work with visual components, export and share answers, and give feedback in a Pinecone Marketplace knowledge application.\",\"href\":\"/guides/marketplace/end-user/citations\"}]}]},{\"tab\":\"Reference\",\"groups\":[{\"group\":\"APIs\",\"pages\":[{\"title\":\"Pinecone Marketplace API\",\"sidebarTitle\":\"Introduction\",\"description\":\"Pinecone Marketplace API reference overview covering deployments, templates, connectors, versions, evaluations, and analytics endpoints.\",\"href\":\"/reference/api/marketplace/introduction\"},{\"title\":\"Authentication\",\"sidebarTitle\":\"Authentication\",\"description\":\"Authenticate to the Pinecone Marketplace API using project-scoped API keys, including the Api-Key header, key scoping, and deployment permissions.\",\"href\":\"/reference/api/marketplace/authentication\"}]},{\"group\":\"Deployments\",\"pages\":[{\"title\":\"Deployments\",\"sidebarTitle\":\"Deployments\",\"description\":\"Marketplace Deployments API reference for listing, creating, updating, and deleting knowledge application deployments programmatically.\",\"href\":\"/reference/api/marketplace/deployments\"}]},{\"group\":\"Templates\",\"pages\":[{\"title\":\"Templates\",\"sidebarTitle\":\"Templates\",\"description\":\"Marketplace Templates API reference for listing vertical template catalogs and retrieving default operating parameters for deployments.\",\"href\":\"/reference/api/marketplace/templates\"}]},{\"group\":\"Connectors\",\"pages\":[{\"title\":\"Connectors\",\"sidebarTitle\":\"Connectors\",\"description\":\"Marketplace Connectors API reference for attaching source connectors, updating configuration, and triggering syncs across 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1024px) {\n  .card-grid {\n    grid-template-columns: 1fr 1fr 1fr;\n  }\n}\n\n.example-card {\n  box-shadow: none;\n  border: 1px solid var(--border);\n  border-radius: 0.25rem;\n  transition: box-shadow 0.3s ease;\n  padding: 1.5rem;\n  display: flex;\n  flex-direction: column;\n  flex-grow: 1;\n  background-color: var(--paper);\n}\n\n.example-card .arrow {\n  margin-left: auto;\n  margin-top: auto;\n  opacity: 0;\n  transition: opacity 0.3s ease;\n}\n\n.example-card:hover .arrow {\n  opacity: 1;\n}\n\n.example-card:hover {\n  border: 1px solid var(--border) !important;\n}\n\n:not(.dark) .example-card:hover {\n  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);\n}\n\n.dark .example-card:hover {\n  box-shadow: none !important;\n}\n\n.example-card .tags {\n  display: flex;\n  flex-wrap: wrap;\n  gap: 0.75rem;\n  margin-top: 1.5rem;\n}\n\n.example-card .card-tag {\n  border-radius: 1rem;\n  background-color: var(--background);\n  color: var(--text-primary);\n  font-size: 0.8125rem;\n  line-height: 138%;\n  letter-spacing: 0.16px;\n  padding: 0.1875rem 0.375rem;\n  display: flex;\n  gap: 0.375rem;\n  align-items: center;\n}\n\n.example-card .vectors {\n  color: var(--background);\n  display: flex;\n  flex-wrap: wrap;\n  justify-content: space-between;\n  gap: 1rem;\n  font-size: 0.875rem;\n  line-height: 150%;\n  letter-spacing: 0.15px;\n  padding-top: 2.875rem;\n  margin-top: auto;\n}\n\n.examples-h2 {\n  font-size: 1.25rem;\n  margin-bottom: 1.5rem;\n}\n\n/* Integrations related articles */\n#related-articles {\n  display: flex;\n  flex-direction: column;\n  width: 100%;\n}\n\n#related-articles h2 {\n  color: var(--text-primary);\n  font-size: 1.25rem;\n  font-weight: 600;\n  letter-spacing: 0.15px;\n  line-height: 150%;\n  margin-bottom: 1rem;\n}\n\n#related-articles a {\n  padding: 1.0625rem 0;\n  display: flex;\n  align-items: flex-start;\n  justify-content: 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123.5%;\n  letter-spacing: 0.25px;\n}\n\n.sample-app-heading p {\n  color: var(--text-primary);\n  margin: 0.5rem 0 1.5rem 0;\n  font-size: 1.25rem;\n  font-weight: 600;\n  line-height: 150%;\n  letter-spacing: 0.15px;\n}\n\n/* Sample apps content area with sidebar */\n.sample-app-split {\n  display: flex;\n  flex-direction: column;\n  gap: 3rem;\n}\n\n.sample-app-split .sidebar a:not(.connect-with-pinecone) {\n  font-size: 0.875rem;\n  color: var(--text-primary);\n  border-bottom: none;\n}\n\n.sample-app-split .toc-list {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n}\n\n.sample-app-split .toc-list a.bold {\n  font-weight: 700;\n  margin-top: 0.5rem;\n}\n\n.sample-app-split\u003e.content.no-margin\u003ep:first-of-type {\n  margin-top: 0 !important;\n}\n\n.connect-with-pinecone {\n  border: 1px solid var(--border);\n  border-radius: 0.25rem;\n  padding: 0.5rem 1rem;\n  display: inline-flex;\n  align-items: center;\n  gap: 0.5rem;\n  font-size: 0.875rem;\n  font-weight: 500;\n  line-height: 1.5rem;\n  letter-spacing: 0.4px;\n  color: var(--text-primary) !important;\n  text-decoration: none;\n  align-self: flex-start;\n}\n\n@media (min-width: 1280px) {\n  .sample-app-split {\n    flex-direction: row;\n  }\n\n  .sample-app-split .content {\n    overflow-x: auto;\n  }\n\n  .sample-app-split .sidebar {\n    width: 20.625rem;\n    flex-shrink: 0;\n  }\n}\n\n/* Hacky codeblock targeting */\n/* div[class*=\"bg-codeblock\"].relative {\n  border-radius: 0.25rem; */\n  /* border: 1px solid var(--border); */\n/* } */\n\n/* :not(.dark) div[class*=\"bg-codeblock\"].relative {\n  background: var(--black);\n}\n\n.dark div[class*=\"bg-codeblock\"].relative {\n  background: var(--paper);\n}  */\n\np\u003ecode {\n  font-size: 0.75rem;\n  line-height: 150%;\n  letter-spacing: 0.5px;\n  border-radius: 0.25rem;\n  padding: 0.125rem 0.5rem;\n  background-color: var(--paper) !important;\n  color: var(--text-primary) !important;\n  border: none;\n}\n\ncode .api-key.set {\n  color: orange;\n}\n\n.pinecone-connect-connected {\n  width: 100%;\n  max-width: 31.25rem;\n  background-color: var(--paper);\n  transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n  border-radius: 0.25rem;\n  padding: 1.5rem;\n  margin: 1.5rem 0;\n  border: 1px solid var(--border);\n}\n\n.pinecone-connect-connected img {\n  height: 1.875rem;\n  margin: 0;\n}\n\n.pinecone-connect-connected p {\n  color: var(--text-primary) !important;\n}\n\n.pinecone-connect-connected p:last-of-type {\n  margin-top: 0.75rem;\n}\n\n.remove-api-key {\n  display: flex;\n  width: 100%;\n  max-width: 31.25rem;\n  margin-top: -1.25rem;\n}\n\n.remove-api-key\u003ebutton {\n  font-size: 0.8125rem;\n  font-weight: 500;\n  color: var(--brand-blue);\n  margin-left: auto;\n}\n\n.connect-widget-skeleton {\n  margin-block: 45px;\n  width: 100%;\n  max-width: 31.25rem;\n  height: 180px;\n  background: var(--paper);\n  border-radius: 4px;\n  overflow: hidden;\n  position: relative;\n  border: 1px solid var(--border);\n}\n\n.skeleton-content {\n  width: 100%;\n  max-width: 450px;\n  height: 180px;\n  background: linear-gradient(90deg,\n      rgba(255, 255, 255, 0) 0%,\n      rgba(255, 255, 255, 0.6) 50%,\n      rgba(255, 255, 255, 0) 100%);\n  animation: shimmer 1.5s infinite;\n  position: absolute;\n  top: 0;\n  left: 0;\n}\n\n@keyframes shimmer {\n  0% {\n    transform: translateX(-100%);\n  }\n\n  100% {\n    transform: translateX(100%);\n  }\n}\n\n/* Model Gallery */\n\n.featured-card-container {\n  padding: 0 1rem;\n  position: relative;\n  width: 100%;\n  margin: 1rem 0;\n  overflow: visible;\n  -webkit-overflow-scrolling: touch;\n}\n\n.featured-model-cards {\n  display: grid;\n  grid-auto-flow: column;\n  grid-auto-columns: calc(25% - 0.75rem);\n  gap: 1rem;\n  overflow-x: auto;\n  scroll-behavior: smooth;\n  scroll-snap-type: x mandatory;\n  -webkit-overflow-scrolling: touch;\n  padding: 1rem 0;\n  margin: -1rem 0;\n  scrollbar-width: none;\n  -ms-overflow-style: none;\n  cursor: grab;\n}\n\n.featured-model-cards\u003e* {\n  scroll-snap-align: start;\n}\n\n.carousel-button {\n  position: absolute;\n  top: 50%;\n  transform: translateY(-50%);\n  width: 2.5rem;\n  height: 2.5rem;\n  border-radius: 9999px;\n  background: var(--paper);\n  box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1);\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  z-index: 10;\n  cursor: pointer;\n  border: 1px solid var(--border);\n  padding: 0;\n}\n\n.carousel-button:hover {\n  background-color: var(--background);\n  transform: translateY(-50%) scale(1.05);\n  box-shadow: 0 6px 8px -2px rgb(0 0 0 / 0.15);\n}\n\n.carousel-button.prev {\n  left: -1.25rem;\n}\n\n.carousel-button.next {\n  right: -1.25rem;\n}\n\n/* Make sure parent containers don't clip the buttons */\n#content-container,\n#content-area,\nmain {\n  overflow: visible !important;\n}\n\n@media (max-width: 1280px) {\n  .featured-model-cards {\n    grid-auto-columns: calc(33.333% - 0.67rem);\n  }\n}\n\n@media (max-width: 1024px) {\n  .featured-model-cards {\n    grid-auto-columns: calc(50% - 0.5rem);\n  }\n}\n\n@media (max-width: 768px) {\n  .featured-model-cards {\n    grid-auto-columns: 90%;\n    padding-bottom: 1rem;\n  }\n\n  .carousel-button {\n    display: none !important;\n  }\n\n  .featured-card-container {\n    padding: 0;\n  }\n}\n\n:not(.dark) .model-card:hover {\n  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);\n}\n\n.dark .model-card:hover {\n  box-shadow: none !important;\n}\n\n.outlined-button {\n  display: flex;\n  flex-direction: column;\n  justify-content: center;\n  align-items: center;\n  width: 150px;\n  height: 36px;\n  padding: 4px;\n  border-radius: 4px;\n  border: 1px solid var(--border);\n  color: var(--paper);\n  text-decoration: none;\n  font-size: 14px;\n  letter-spacing: 0.4;\n  text-align: center;\n  color: var(--text-primary);\n  font-weight: 500;\n  transition: background-color 0.3s ease, border 0.3s ease, color 0.3s ease;\n}\n\n.outlined-button:hover {\n  background-color: var(--paper);\n  border: 1px solid var(--brand-blue);\n  color: var(--text-primary);\n}\n\n\n.control {\n  position: absolute;\n  top: 50%;\n  transform: translateY(-50%);\n  background-color: rgba(255, 255, 255, 0.7);\n  border-radius: 50%;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  cursor: pointer;\n  opacity: 0.5;\n  transition: opacity 0.3s ease;\n}\n\n.control:hover {\n  opacity: 1;\n}\n\n.prev-slide {\n  left: 10px;\n}\n\n.next-slide {\n  right: 10px;\n}\n\n.inference-text p {\n  margin-top: 0rem;\n}\n\n\n/* Model page */\n.model-page-card {\n  padding: 1.5rem;\n  border-radius: 0.25rem;\n  border: 1px solid var(--border);\n  background: var(--paper);\n  margin-bottom: 2.5rem;\n}\n\n.model-page-card-title {\n  display: flex;\n  flex-wrap: wrap;\n  gap: 1rem;\n  align-items: center;\n}\n\n.model-page-card-title\u003eh1 {\n  font-size: 1.5rem;\n  color: var(--text-primary);\n}\n\n.model-page-card-logo {\n  width: 2.125rem;\n  height: 2.125rem;\n  flex-shrink: 0;\n}\n\n.model-page-card-logo\u003eimg {\n  width: 100%;\n  height: 100%;\n  object-fit: contain;\n}\n\n.model-page-card-inference {\n  border-radius: 1rem;\n  border: 1px solid var(--border);\n  padding: 0.25rem 0.375rem 0.25rem 0.25rem;\n  display: flex;\n  align-items: center;\n  gap: 0.375rem;\n  font-size: 0.8125rem;\n}\n\n.model-page-card-stats {\n  display: flex;\n  gap: 1.5rem;\n  flex-wrap: wrap;\n  margin-top: 1rem;\n}\n\n.model-page-card-stats\u003ediv\u003espan {\n  font-size: 0.625rem;\n  color: var(--text-secondary);\n  letter-spacing: 0.2px;\n  font-weight: 500;\n}\n\n.model-page-card-stats\u003ediv\u003ep, .model-page-card-stats\u003ediv\u003espan[data-as=\"p\"] {\n  display: block;\n  font-size: 0.75rem;\n  color: var(--text-primary);\n  letter-spacing: 0.17px;\n}\n\n.model-page-card-stats\u003ediv.price {\n  margin-left: auto;\n}\n\n.model-page-card-stats\u003ediv.price\u003ep {\n  margin-left: auto;\n  font-weight: 600;\n}\n\n.model-page-tabs {\n  display: flex;\n  width: 100%;\n  border-bottom: 1px solid var(--border);\n  margin-bottom: 2rem;\n}\n\n.model-page-tabs\u003ebutton {\n  padding: 0.5625rem 1rem;\n  border-bottom: 1px solid transparent;\n  color: var(--secondary);\n  display: flex;\n  align-items: center;\n  gap: 0.375rem;\n  font-weight: 500;\n  letter-spacing: 0.4px;\n}\n\n.model-page-tabs\u003ebutton\u003esvg\u003epath {\n  fill: var(--secondary);\n}\n\n.model-page-tabs\u003ebutton.active {\n  border-bottom: 2px solid var(--brand-blue);\n  color: var(--brand-blue);\n}\n\n.model-page-tabs\u003ebutton.active\u003esvg\u003epath {\n  fill: var(--brand-blue);\n}\n\n.model-page-playground {\n  display: none;\n}\n\n.model-page-guides {\n  display: flex;\n  flex-direction: column;\n  gap: 3rem;\n}\n\n.model-page-content {\n  flex-shrink: 1;\n  width: auto;\n  max-width: 1050px;\n\n  @media (max-width: 1500px) {\n    max-width: 700px;\n  }\n}\n\n.model-page-content\u003e :first-child {\n  margin-top: 0;\n}\n\n.model-page-content pre {\n  white-space: pre-wrap;\n}\n\n.model-page-sidebar {\n  width: 100%;\n  flex-shrink: 1;\n}\n\n.model-page-sidebar .iframe-placeholder {\n  height: 800px;\n}\n\n/* removing inline padding for now */\n@media (min-width: 1280px) {\n  .model-search-container {\n    padding-inline: 0px;\n  }\n}\n\n.model-page-sidebar-readmore {\n  font-size: 0.875rem;\n  font-style: normal;\n  font-weight: 500;\n  line-height: 150%;\n  letter-spacing: 0.15px\n}\n\n.model-page-sidebar-readmore svg {\n  margin-bottom: 2px;\n}\n\n.model-search-container {\n  min-height: 2000px;\n\n  @media (max-width: 768px) {\n    min-height: 2000px;\n  }\n}\n\n#model-search-iframe {\n  min-height: 2000px;\n}\n\n@media (min-width: 1080px) {\n  .model-page-guides {\n    flex-direction: row;\n  }\n\n  .model-page-sidebar {\n    max-width: 20.6875rem;\n    flex-shrink: 0;\n  }\n\n}\n\n/* Hide scrollbar for Chrome/Safari */\n.featured-model-cards::-webkit-scrollbar {\n  display: none;\n}\n\n/* Show grabbing cursor while actively scrolling */\n.featured-model-cards:active {\n  cursor: grabbing;\n}\n\n/* Add minimum width for model card buttons */\n.featured-model-cards .example-card button,\n.featured-model-cards .model-card button {\n  min-width: 200px;\n  /* Ensures button doesn't shrink below this width */\n  width: 100%;\n  /* Allows button to grow with container */\n  max-width: 400px;\n  /* Prevents button from getting too wide */\n  margin: 0 auto;\n  /* Centers the button if container is wider */\n}\n\n@media (max-width: 576px) {\n  #pinecone-connect-widget {\n    scale: 0.95 !important;\n    transform-origin: top left;\n  }\n  .connect-widget-skeleton {\n    height: 180px;\n    margin-block: 30px;\n  }\n  \n  .skeleton-content {\n    height: 180px;\n  }\n}\n\n/* Target the iframe specifically */\n#pinecone-connect-widget iframe {\n  width: 100% !important;\n  max-width: 500px !important;\n}\n\n/* Media query for smaller screens */\n@media (max-width: 576px) {\n  #pinecone-connect-widget,\n  #pinecone-connect-widget \u003e div,\n  #pinecone-connect-widget iframe {\n    width: 100% !important;\n    min-width: 0 !important;\n    max-width: 100% !important;\n  }\n  \n  /* Also adjust parent container if needed */\n  div[style*=\"min-width\"] {\n    min-width: 0 !important;\n    width: 100% !important;\n  }\n}\n\n\n/* Style for the copy tooltip */\n.absolute.top-11.left-1\\/2.transform.-translate-x-1\\/2.-translate-y-1\\/2.peer-hover\\:opacity-100.opacity-0.text-black.rounded-lg.px-1\\.5.py-0\\.5.text-xs.bg-white,\ndiv[class*=\"absolute top-11 left-1/2 transform -translate-x-1/2 -translate-y-1/2\"][class*=\"text-black rounded-lg px-1.5 py-0.5 text-xs bg-white\"],\ndiv[aria-hidden=\"true\"][class*=\"absolute top-11 left-1/2 transform -translate-x-1/2 -translate-y-1/2\"][class*=\"opacity-0\"][class*=\"text-white rounded-lg px-1.5 py-0.5 text-xs\"] {\n  background-color: var(--brand-blue) !important;\n  color: white !important;\n}\n\n/* Also target the tooltip in the InlineCode component */\n.absolute.top-11.left-1\\/2.transform.-translate-x-1\\/2.-translate-y-1\\/2.hidden.group-hover\\:block.text-white.rounded-lg.px-1\\.5.py-0\\.5.text-xs {\n  background-color: var(--brand-blue) !important;\n  color: white !important;\n}\n\n/* Styles for when embedded in the Console. See console-iframe.js for more details. */\n.pinecone-console-embed {\n  /* Hide logo */\n  #navbar img {\n    display: none;\n  }\n\n  /* Hide top part of navbar */\n  #navbar .relative:first-of-type \u003e div:first-of-type {\n    height: 0 !important;\n  }\n\n  /* Hide navbar links */\n  #navbar nav {\n    display: none;\n  }\n\n  /* Hide dark mode toggle */\n  #navbar [aria-label=\"Toggle dark mode\"] {\n    display: none;\n  }\n\n  /* Move API version selector to the right edge */\n  #navbar button[aria-haspopup=\"menu\"] {\n    position: absolute;\n    top: 12px;\n    right: 0px;\n  }\n\n  /* Move content up to account for smaller navbar */\n  #content-container,\n  #sidebar {\n    margin-top: -4rem;\n  }\n\n  /* Hide mobile and desktop search button */\n  #search-bar-entry-mobile,\n  #search-bar-entry {\n    display: none;\n  }\n\n  /* Hide actions menu */\n  button[aria-label='More actions'] {\n    display: none;\n  }\n\n  /* Move header link action to the right edge */\n  h2 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=\u003e {\n    const copyButton = codeBlock.querySelector(\n      'button[data-testid=\"copy-code-button\"]'\n    );\n    const clonedElement = copyButton.cloneNode(true);\n    copyButton.parentNode.replaceChild(clonedElement, copyButton);\n\n    clonedElement.addEventListener(\"click\", () =\u003e {\n      const codeElement = codeBlock.querySelector(\"code\");\n      navigator.clipboard.writeText(codeElement.textContent);\n\n      const statusElement = clonedElement.nextElementSibling;\n\n      statusElement.textContent = \"Copied!\";\n      clonedElement.innerHTML = `\u003csvg class=\"fill-primary-light\" width=\"16\" height=\"11\" viewBox=\"0 0 16 11\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cpath d=\"M14.7813 1.21873C15.0751 1.51248 15.0751 1.98748 14.7813 2.2781L6.53135 10.5312C6.2376 10.825 5.7626 10.825 5.47197 10.5312L1.21885 6.28123C0.925098 5.98748 0.925098 5.51248 1.21885 5.22185C1.5126 4.93123 1.9876 4.9281 2.27822 5.22185L5.99697 8.9406L13.7188 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stroke-linecap=\"round\" stroke-linejoin=\"round\"\u003e\u003c/path\u003e\u003c/svg\u003e`;\n      }, 2000);\n    });\n  });\n\n  if (apiKey) {\n    const apiKeys = document.querySelectorAll(\".api-key\");\n    apiKeys.forEach((el) =\u003e {\n      el.innerHTML = apiKey;\n      el.classList.add(\"set\");\n    });\n\n    // Add remove api key button\n    // Remove previous button to prevent duplicates\n    const removeButton = document.querySelector(\".remove-api-key\");\n    if (removeButton) {\n      removeButton.remove();\n    }\n\n    const widgetContainer = document.getElementById(\"pinecone-connect-widget\");\n\n    const div = document.createElement(\"div\");\n    div.classList.add(\"remove-api-key\");\n    const button = document.createElement(\"button\");\n    button.textContent = \"Remove API Key from guide\";\n    button.addEventListener(\"click\", () =\u003e {\n      sessionStorage.removeItem(\"apiKey\");\n      widgetContainer.innerHTML = \"\";\n      div.remove();\n      loadConnectWidget();\n\n      const setApiKeyElements = document.querySelectorAll(\".api-key.set\");\n      setApiKeyElements.forEach((el) =\u003e {\n        el.innerHTML = \"YOUR_API_KEY\";\n        el.classList.remove(\"set\");\n      });\n    });\n\n    div.appendChild(button);\n    widgetContainer.insertAdjacentElement(\"afterend\", div);\n  }\n};\n\nconst debouncedSetApiKeys = debounce(() =\u003e {\n  setApiKeys();\n}, 1000);\n\n// Function to re-set the API keys after codeblock language changes\nconst refreshApiKeys = () =\u003e {\n  try {\n    prepareApiKeys();\n    const apiKey = sessionStorage.getItem(\"apiKey\");\n    if (!apiKey) return;\n\n    const apiKeys = document.querySelectorAll(\".api-key:not(.set)\");\n    if (apiKeys.length \u003e 0) {\n      apiKeys.forEach((el) =\u003e {\n        el.innerHTML = apiKey;\n        el.classList.add(\"set\");\n      });\n    }\n  } catch (error) {\n    console.error(\"Error refreshing API keys:\", error);\n  }\n};\n\nconst debouncedRefreshApiKeys = debounce(() =\u003e {\n  refreshApiKeys();\n}, 1000);\n\nconst loadConnectWidget = () =\u003e {\n  const apiKey = sessionStorage.getItem(\"apiKey\");\n  const widgetContainer = document.getElementById(\"pinecone-connect-widget\");\n\n  if (!apiKey) {\n    import(\"https://connect.pinecone.io/embed.js\")\n      .then(() =\u003e {\n        try {\n          console.log(\"Trying to initialize connectToPinecone\");\n\n          // Clear the skeleton loader before initializing the widget\n          widgetContainer.innerHTML = \"\";\n\n          let integrationId = \"docs\"; // default\n          const currentPath = window.location.pathname;\n\n          if (currentPath === \"/guides/get-started/quickstart\") {\n            integrationId = \"db-quickstart\";\n          } else if (currentPath.startsWith(\"/guides/assistant/quickstart/\")) {\n            integrationId = \"assistant-quickstart\";\n          }\n\n          window.connectToPinecone(\n            (apiKey) =\u003e {\n              console.log(apiKey);\n              sessionStorage.setItem(\"apiKey\", apiKey);\n              setApiKeys();\n            },\n            {\n              integrationId,\n              container: widgetContainer,\n            }\n          );\n        } catch (error) {\n          console.error(\"Error initializing Pinecone widget:\", error);\n        }\n      })\n      .catch((error) =\u003e {\n        console.error(\"Error importing embed.js:\", error);\n      });\n  } else {\n    widgetContainer.innerHTML = `\n      \u003cdiv class=\"pinecone-connect-connected\"\u003e\n        \u003cimg src=\"https://www.pinecone.io/images/Pinecone-Logo-Black.png\" width=\"180\" height=\"auto\" alt=\"Pinecone\" style=\"object-fit: contain;\"\u003e\n        \u003cdiv style=\"font-size:14px\"\u003e\n          \u003cp\u003eYou're all set! An API key has been generated and provided to Pinecone Docs.\u003c/p\u003e\n          \u003cp\u003eYou can manage your API keys in the \u003ca href=\"https://app.pinecone.io\" target=\"_blank\"\u003ePinecone console\u003c/a\u003e.\u003c/p\u003e\n        \u003c/div\u003e\n      \u003c/div\u003e\n    `;\n  }\n};\n\nconst debouncedLoadConnectWidget = debounce(() =\u003e {\n  try {\n    loadConnectWidget();\n  } catch (error) {\n    console.error(\"Error loading connect widget:\", error);\n  }\n}, 1000);\n\nfunction addRelatedArticles(titles, links) {\n  const existing = document.querySelector(\"#related-articles\");\n  if (existing) return;\n\n  const sidebar = document.querySelector(\"#table-of-contents\");\n  const relatedArticles = document.createElement(\"div\");\n  relatedArticles.id = \"related-articles\";\n\n  const title = document.createElement(\"h2\");\n  title.textContent = \"Related Articles\";\n  relatedArticles.appendChild(title);\n\n  titles.forEach((title, index) =\u003e {\n    const relatedArticle = document.createElement(\"a\");\n    relatedArticle.href = links[index];\n    relatedArticle.textContent = title;\n    relatedArticle.insertAdjacentHTML(\n      \"beforeend\",\n      '\u003csvg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"\u003e\u003cg id=\"ChevronRightFilled\"\u003e\u003cpath id=\"Vector\" d=\"M9.70492 6L8.29492 7.41L12.8749 12L8.29492 16.59L9.70492 18L15.7049 12L9.70492 6Z\" fill=\"#1B17F5\"/\u003e\u003c/g\u003e\u003c/svg\u003e'\n    );\n    relatedArticles.appendChild(relatedArticle);\n  });\n\n  sidebar.appendChild(relatedArticles);\n}\n\nconst relatedArticles = {\n  airbyte: {\n    titles: [\n      \"Data Sync and Search: Pinecone and Airbyte\",\n      \"Introduction to Airbyte and the Pinecone connector\",\n      \"Postgres to Pinecone Syncing\",\n    ],\n    links: [\n      \"https://www.pinecone.io/learn/series/airbyte/\",\n      \"https://www.pinecone.io/learn/series/airbyte/airbyte-and-pinecone-intro/\",\n      \"https://www.pinecone.io/learn/series/airbyte/airbyte-postgres-to-pinecone/\",\n    ],\n  },\n\n  bedrock: {\n    titles: [\"Pinecone as a Knowledge Base for Amazon Bedrock\"],\n    links: [\"https://www.pinecone.io/blog/amazon-bedrock-integration/\"],\n  },\n\n  sagemaker: {\n    titles: [\n      \"Mitigate hallucinations through Retrieval Augmented Generation using Pinecone vector database \u0026 Llama-2 from Amazon SageMaker JumpStart\",\n    ],\n    links: [\n      \"https://aws.amazon.com/blogs/machine-learning/mitigate-hallucinations-through-retrieval-augmented-generation-using-pinecone-vector-database-llama-2-from-amazon-sagemaker-jumpstart/\",\n    ],\n  },\n\n  langchain: {\n    titles: [\"LangChain AI Handbook\"],\n    links: [\"https://www.pinecone.io/learn/series/langchain/\"],\n  },\n\n  openai: {\n    titles: [\n      \"Generative Question-Answering with Long-Term Memory\",\n      \"OpenAI's Text Embeddings v3\",\n    ],\n    links: [\n      \"https://www.pinecone.io/learn/openai-gen-qa/\",\n      \"https://www.pinecone.io/learn/openai-embeddings-v3/\",\n    ],\n  },\n\n  snowflake: {\n    titles: [\n      \"Snowpark Container Services: Securely Deploy and run Sophisticated Generative AI and full-stack apps in Snowflake\",\n    ],\n    links: [\n      \"https://www.snowflake.com/blog/snowpark-container-services-deploy-genai-full-stack-apps/\",\n    ],\n  },\n};\n\nlet isScrollListenerAdded = false;\nlet scrollListener = null;\n\n// Mutation observer to handle page changes\nconst observer = new MutationObserver(function (mutations) {\n  mutations.forEach(function (mutation) {\n    if (mutation.type === \"childList\") {\n      try {\n        // Pinecone connect widget\n        const pineconeConnectWidget = document.querySelector(\n          \"#pinecone-connect-widget\"\n        );\n        if (\n          pineconeConnectWidget \u0026\u0026\n          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document.querySelector(\"#content-side-layout\");\n          if (sidebar) sidebar.style.display = \"none\";\n        } else {\n          // Set sample apps side nav link to active for all sample apps\n          if (page === \"sample-apps\") {\n            const aElement = document.querySelector(\n              'a[href=\"/examples/sample-apps\"]'\n            );\n            if (aElement) {\n              aElement.className =\n                \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light bg-primary/10 text-primary font-semibold dark:text-primary-light dark:bg-primary-light/10\";\n            }\n          } else if (page === \"notebooks\") {\n            const aElement = document.querySelector(\n              'li \u003e a[href=\"/examples/sample-apps\"]'\n            );\n            if (aElement) {\n              aElement.className =\n                \"group mt-2 lg:mt-0 flex items-center pr-3 py-1.5 rounded-lg focus:outline-primary dark:focus:outline-primary-light hover:bg-gray-600/5 dark:hover:bg-gray-200/5 text-gray-700 hover:text-gray-900 dark:text-gray-400 dark:hover:text-gray-300\";\n            }\n          }\n          if (path === \"integrations\" \u0026\u0026 page !== \"overview\") {\n            // Insert back button\n            const backButton = document.querySelector(\"#back-button\");\n            if (!backButton) {\n              const link = document.createElement(\"a\");\n              link.id = \"back-button\";\n              link.href = \"/integrations/overview\";\n              link.textContent = \"Back to Integrations\";\n              link.insertAdjacentHTML(\n                \"afterbegin\",\n                '\u003csvg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\"\u003e\u003cpath d=\"M10.4693 5.44L9.5293 4.5L5.5293 8.5L9.5293 12.5L10.4693 11.56L7.41596 8.5L10.4693 5.44Z\" fill=\"var(--brand-blue)\"/\u003e\u003c/svg\u003e'\n              );\n\n              const header = document.querySelector(\"#header\");\n              header.insertAdjacentElement(\"afterbegin\", link);\n            }\n\n            // Add related articles\n            switch (\n            page /* Hide related articles for now\n            case \"airbyte\":\n              addRelatedArticles(\n                relatedArticles.airbyte.titles,\n                relatedArticles.airbyte.links\n              );\n              break;\n              airbyte;\n            case \"amazon-bedrock\":\n              addRelatedArticles(\n                relatedArticles.bedrock.titles,\n                relatedArticles.bedrock.links\n              );\n              break;\n            case \"amazon-sagemaker\":\n              addRelatedArticles(\n                relatedArticles.sagemaker.titles,\n                relatedArticles.sagemaker.links\n              );\n              break;\n            case \"langchain\":\n              addRelatedArticles(\n                relatedArticles.langchain.titles,\n                relatedArticles.langchain.links\n              );\n              break;\n            case \"openai\":\n              addRelatedArticles(\n                relatedArticles.openai.titles,\n                relatedArticles.openai.links\n              );\n              break;\n            case \"snowflake\":\n              addRelatedArticles(relatedArticles.snowflake.titles, relatedArticles.snowflake.links)\n              break; */\n            ) {\n              default:\n                break;\n            }\n          }\n\n          // Sample apps\n          if (page === \"sample-apps\" \u0026\u0026 !!page2) {\n            const header = document.querySelector(\"#header\");\n            if (header) header.style.display = \"none\";\n\n            const toc = document.querySelector(\"#table-of-contents\");\n            if (toc) toc.style.display = \"none\";\n\n            const contentArea = document.querySelector(\n              \"#content-area \u003e div.mt-8\"\n            );\n            contentArea.style.marginTop = \"0\";\n\n            // Create toc\n            document.querySelectorAll(\".sample-app-split\").forEach((div) =\u003e {\n              const toc = div.querySelector(\".toc\");\n              const content = div.querySelector(\".content\");\n              const existing = div.querySelector(\".toc-list\");\n\n              if (toc \u0026\u0026 content \u0026\u0026 !existing) {\n                const tocList = document.createElement(\"div\");\n                tocList.className = \"toc-list\";\n\n                const headers = content.querySelectorAll(\n                  \"h2, h3, .connect-with-pinecone\"\n                );\n\n                headers.forEach((header) =\u003e {\n                  // If connect btn, clone it and append\n                  if (header.classList.contains(\"connect-with-pinecone\")) {\n                    const cloned = header.cloneNode(true);\n                    tocList.appendChild(cloned);\n                    return;\n                  }\n                  // Slugify heading text and create id\n                  const slugify = (text) =\u003e\n                    text\n                      .toLowerCase()\n                      .replace(/[^a-z0-9]+/g, \"-\")\n                      .replace(/^-|-$/g, \"\");\n                  const id = slugify(header.textContent);\n                  header.id = id; // Set ID on the header using the slugified text\n\n                  // Create an anchor link and append it to the TOC\n                  const anchor = document.createElement(\"a\");\n                  anchor.href = `#${id}`;\n                  anchor.textContent = header.textContent;\n                  anchor.className = header.tagName === \"H2\" ? \"bold\" : \"\";\n\n                  tocList.appendChild(anchor);\n                });\n\n                toc.appendChild(tocList);\n\n                const initialTopOffset =\n                  tocList.getBoundingClientRect().top + window.scrollY - 148;\n                const stickySidebar = () =\u003e {\n                  if (window.innerWidth \u003e 1280) {\n                    if (window.scrollY \u003e= initialTopOffset) {\n                      tocList.style.position = \"fixed\";\n                      tocList.style.top = \"148px\";\n                    } else {\n                      tocList.style.position = \"relative\";\n                      tocList.style.top = \"\";\n                    }\n                  } else {\n                    tocList.style.position = \"relative\";\n                    tocList.style.top = \"\";\n                  }\n                };\n\n                stickySidebar();\n                window.addEventListener(\"scroll\", stickySidebar);\n                window.addEventListener(\"resize\", stickySidebar);\n              }\n            });\n          }\n\n          // Notebooks\n        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model`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000,000`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#rerank-requests-per-month-per-model`,children:`Rerank requests per month per model`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`})]})]})]}),`\n`,_jsx(Heading,{level:`4`,id:`data-operation-throughput-limits`,children:`Data operation throughput limits`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#upsert-size-per-second-per-namespace`,children:`Upsert size per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50 MB`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#query-read-units-per-second-per-index`,children:`Query read units per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#query-requests-per-second-per-namespace`,children:`Query requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#update-records-per-second-per-namespace`,children:`Update records per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#update-requests-per-second-per-namespace`,children:`Update requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#update-by-metadata-requests-per-second-per-namespace`,children:`Update by metadata requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#update-by-metadata-requests-per-second-per-index`,children:`Update by metadata requests per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#upsert-requests-per-second-per-namespace`,children:`Upsert requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#fetch-requests-per-second-per-index`,children:`Fetch requests per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#list-requests-per-second-per-index`,children:`List requests per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`200`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#describe-index-stats-requests-per-second-per-index`,children:`Describe index stats requests per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#delete-requests-per-second-per-namespace`,children:`Delete requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#delete-records-per-second-per-namespace`,children:`Delete records per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#delete-records-per-second-per-index`,children:`Delete records per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#delete-by-metadata-requests-per-second-per-namespace`,children:`Delete by metadata requests per second per namespace`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#delete-by-metadata-requests-per-second-per-index`,children:`Delete by metadata requests per second per index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`})]})]})]}),`\n`,_jsx(Heading,{level:`4`,id:`model-throughput-limits`,children:`Model throughput limits`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#embedding-tokens-per-minute-per-model`,children:`Embedding tokens per minute per model`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#rerank-requests-per-minute-per-model`,children:`Rerank requests per minute per model`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Model-specific`})]})]})]}),`\n`,_jsx(Heading,{level:`3`,id:`read-units-per-month-per-org`,children:`Read units per month per org`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`1,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000,000`}),_jsx(_components.td,{children:`Unlimited`}),_jsx(_components.td,{children:`Unlimited`})]})})]}),`\n`,_jsxs(_components.p,{children:[_jsx(_components.a,{href:`/guides/manage-cost/understanding-cost#read-units`,children:`Read units`}),` measure the compute, I/O, and network resources used by `,_jsx(_components.a,{href:`/guides/manage-data/fetch-data`,children:`fetch`}),`, `,_jsx(_components.a,{href:`/guides/search/search-overview`,children:`query`}),`, and `,_jsx(_components.a,{href:`/guides/manage-data/list-record-ids`,children:`list`}),` requests to serverless indexes. When you reach the monthly read unit limit for an organization, fetch, query, and list requests to serverless indexes in the organization will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached your read unit limit for the current month limit. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To continue reading data, upgrade your plan. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To continue reading from serverless indexes in the organization, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(_components.p,{children:`To check how close you are to the monthly read unit limit for your organization, do the following:`}),`\n`,_jsxs(_components.ol,{children:[`\n`,_jsxs(_components.li,{children:[`Open the `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/projects`,children:`Pinecone console`}),`.`]}),`\n`,_jsx(_components.li,{children:`Select the project.`}),`\n`,_jsx(_components.li,{children:`Select any index in the project.`}),`\n`,_jsxs(_components.li,{children:[`Look under `,_jsx(_components.strong,{children:`Usage`}),`.`]}),`\n`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`Indexes built on `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` guide.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`write-units-per-month-per-org`,children:`Write units per month per org`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5,000,000`}),_jsx(_components.td,{children:`Unlimited`}),_jsx(_components.td,{children:`Unlimited`})]})})]}),`\n`,_jsxs(_components.p,{children:[_jsx(_components.a,{href:`/guides/manage-cost/understanding-cost#write-units`,children:`Write units`}),` measure the storage and compute resources used by `,_jsx(_components.a,{href:`/guides/index-data/upsert-data`,children:`upsert`}),`, `,_jsx(_components.a,{href:`/guides/manage-data/update-data`,children:`update`}),`, and `,_jsx(_components.a,{href:`/guides/manage-data/delete-data`,children:`delete`}),` requests to serverless indexes. When you reach the monthly write unit limit for an organization, upsert, update, and delete requests to serverless indexes in the organization will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-1`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached your write unit limit for the current month. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To continue writing data, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To continue writing data to serverless indexes in the organization, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(_components.p,{children:`To check how close you are to the monthly write unit limit for your organization, do the following:`}),`\n`,_jsxs(_components.ol,{children:[`\n`,_jsxs(_components.li,{children:[`Open the `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/projects`,children:`Pinecone console`}),`.`]}),`\n`,_jsx(_components.li,{children:`Select the project.`}),`\n`,_jsx(_components.li,{children:`Select any index in the project.`}),`\n`,_jsxs(_components.li,{children:[`Look under `,_jsx(_components.strong,{children:`Usage`}),`.`]}),`\n`]}),`\n`,_jsx(Heading,{level:`3`,id:`upsert-size-per-second-per-namespace`,children:`Upsert size per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`50 MB`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`50 MB`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/index-data/upsert-data`,children:`upsert`}),` size for a namespace in an index, additional upserts will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-2`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max upsert size limit per second for index \u003cindex name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your upserts or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`query-read-units-per-second-per-index`,children:`Query read units per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`2,000`})]})})]}),`\n`,_jsxs(_components.p,{children:[`Pinecone measures `,_jsx(_components.a,{href:`/guides/search/search-overview`,children:`query`}),` usage in `,_jsx(_components.a,{href:`/guides/manage-cost/understanding-cost#read-units`,children:`read units`}),`. When you reach the per second limit for queries across all namespaces in an index, additional queries will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-3`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max query read units per second for index \u003cindex name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your queries or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsxs(_components.p,{children:[`To check how many read units a query consumes, `,_jsx(_components.a,{href:`/guides/manage-cost/monitor-usage-and-costs#read-units`,children:`check the query response`}),`.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`Indexes built on `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` guide.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`query-requests-per-second-per-namespace`,children:`Query requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/search/search-overview`,children:`query`}),` limit for a namespace in an index, additional queries will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-4`,children:_jsx(CodeBlock,{numberOfLines:`4`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`4`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the query QPS limit for namespace {namespace_name} ({limit} QPS). Pace your queries,`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`consider Dedicated Read Nodes for your index, or contact Pinecone Support`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`(https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`Indexes built on `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` guide.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`update-records-per-second-per-namespace`,children:`Update records per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/update-data`,children:`update`}),` limit for a namespace in an index, additional updates will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-5`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max update records per second for namespace \u003cnamespace name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your update requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`update-requests-per-second-per-namespace`,children:`Update requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/update-data`,children:`update`}),` request limit for a namespace in an index, additional update requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-6`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the update QPS limit for namespace {namespace_name} ({limit} QPS). Pace your update requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Tip,{children:_jsxs(_components.p,{children:[`If you need to update most of the records in a large namespace, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),` for help creating an export to enable a faster and more cost-effective approach.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`update-by-metadata-requests-per-second-per-namespace`,children:`Update by metadata requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/update-data#update-metadata-across-multiple-records`,children:`update by metadata`}),` request limit for a namespace in an index, additional update by metadata requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-7`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max update by metadata requests per second for namespace \u003cnamespace name\u003e. Pace your update by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`update-by-metadata-requests-per-second-per-index`,children:`Update by metadata requests per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/update-data#update-metadata-across-multiple-records`,children:`update by metadata`}),` request limit across all namespaces in an index, additional update by metadata requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-8`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max update by metadata requests per second for index \u003cindex name\u003e. Pace your update by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`upsert-requests-per-second-per-namespace`,children:`Upsert requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/index-data/upsert-data`,children:`upsert`}),` request limit for a namespace in an index, additional upsert requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-9`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the upsert QPS limit for namespace {namespace_name} ({limit} QPS). Pace your upsert requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`fetch-requests-per-second-per-index`,children:`Fetch requests per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/fetch-data`,children:`fetch`}),` limit across all namespaces in an index, additional fetch requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-10`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max fetch requests per second for index \u003cindex name\u003e.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your fetch requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`Indexes built on `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` guide.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`list-requests-per-second-per-index`,children:`List requests per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`200`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`200`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/list-record-ids`,children:`list`}),` limit across all namespaces in an index, additional list requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-11`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max list requests per second for index \u003cindex name\u003e.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your list requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`Indexes built on `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` are not subject to read unit limits for query, fetch, and list operations. For sizing and capacity planning guidance, see the `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`Dedicated Read Nodes`}),` guide.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`describe-index-stats-requests-per-second-per-index`,children:`Describe index stats requests per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/reference/api/2024-10/data-plane/describeindexstats`,children:`describe index stats`}),` limit across all namespaces in an index, additional describe index stats requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-12`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max describe_index_stats requests per second for index \u003cindex\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your describe_index_stats requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-requests-per-second-per-namespace`,children:`Delete requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/delete-data`,children:`delete`}),` request limit for a namespace in an index, additional delete requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-13`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the delete QPS limit for namespace {namespace_name} ({limit} QPS). Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-records-per-second-per-namespace`,children:`Delete records per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/delete-data`,children:`delete`}),` limit for a namespace in an index, additional deletes will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-14`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max delete records per second for namespace \u003cnamespace name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-records-per-second-per-index`,children:`Delete records per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5000`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/delete-data`,children:`delete`}),` limit across all namespaces in an index, additional deletes will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-15`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max delete records per second for index \u003cindex name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Pace your delete requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-by-metadata-requests-per-second-per-namespace`,children:`Delete by metadata requests per second per namespace`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/delete-data#delete-records-by-metadata`,children:`delete by metadata`}),` request limit for a namespace in an index, additional delete by metadata requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-16`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max delete by metadata requests per second for namespace \u003cnamespace name\u003e. Pace your delete by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-by-metadata-requests-per-second-per-index`,children:`Delete by metadata requests per second per index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second `,_jsx(_components.a,{href:`/guides/manage-data/delete-data#delete-records-by-metadata`,children:`delete by metadata`}),` request limit across all namespaces in an index, additional delete by metadata requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-17`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max delete by metadata requests per second for index \u003cindex name\u003e. Pace your delete by metadata requests or contact Pinecone Support (https://app.pinecone.io/organizations/-/settings/support/ticket) to request a higher limit.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`. If you need a higher limit for your use case, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`embedding-tokens-per-minute-per-model`,children:`Embedding tokens per minute per model`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Embedding model`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Input type`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`llama-text-embed-v2`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Passage`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`}}),_jsx(_components.td,{style:{textAlign:`left`},children:`Query`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`multilingual-e5-large`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Passage`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`}}),_jsx(_components.td,{style:{textAlign:`left`},children:`Query`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`50,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`pinecone-sparse-english-v0`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Passage`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`3,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`3,000,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`}}),_jsx(_components.td,{style:{textAlign:`left`},children:`Query`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`250,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`3,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`3,000,000`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per minute token limit for an `,_jsx(_components.a,{href:`/guides/index-data/create-an-index#embedding-models`,children:`embedding model`}),` hosted by Pinecone, additional embeddings will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-18`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max embedding tokens per minute (\u003climit\u003e) model '\u003cmodel name\u003e'' and input type '\u003cpassage|query\u003e' for the current project. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To increase this limit, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this limit, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`. Otherwise, you can handle this limit by `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implementing retry logic with exponential backoff`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`embedding-tokens-per-month-per-model`,children:`Embedding tokens per month per model`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5,000,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`10,000,000`}),_jsx(_components.td,{children:`Unlimited`}),_jsx(_components.td,{children:`Unlimited`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the monthly token limit for an `,_jsx(_components.a,{href:`/guides/index-data/create-an-index#embedding-models`,children:`embedding model`}),` hosted by Pinecone, additional embeddings will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-19`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the embedding token limit (\u003climit\u003e) for model \u003cmodel name\u003e for the current month. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To continue using this model, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this limit, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),` or `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`rerank-requests-per-minute-per-model`,children:`Rerank requests per minute per model`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Reranking model`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`cohere-rerank-4-fast`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`300`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`300`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`cohere-rerank-3.5`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`300`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`300`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`bge-reranker-v2-m3`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`pinecone-rerank-v0`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`60`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per minute request limit for a `,_jsx(_components.a,{href:`/guides/search/rerank-results#reranking-models`,children:`reranking model`}),` hosted by Pinecone, additional reranking requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-20`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max rerank requests per minute (\u003climit\u003e) for model '\u003cmodel name\u003e' for the current project. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To increase this limit, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this limit, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`rerank-requests-per-month-per-model`,children:`Rerank requests per month per model`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Reranking model`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`cohere-rerank-4-fast`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`cohere-rerank-3.5`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`bge-reranker-v2-m3`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.code,{children:`pinecone-rerank-v0`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Not available`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the monthly request limit for a `,_jsx(_components.a,{href:`/guides/search/rerank-results#reranking-models`,children:`reranking model`}),` hosted by Pinecone, additional reranking requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-21`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the rerank request limit (\u003climit\u003e) for model \u003cmodel name\u003e for the current month. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To continue using this model, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this limit, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),` or `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`inference-requests-per-second-or-minute%2C-per-project`,children:`Inference requests per second or minute, per project`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Inference requests per second`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Inference requests per minute`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2000`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`When you reach the per second or per minute request limit, inference requests will fail and return a `,_jsx(_components.code,{children:`429 - TOO_MANY_REQUESTS`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-22`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max inference requests per second (\u003climit\u003e) for the current project.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsx(Note,{children:_jsx(_components.p,{children:`This error indicates per second or per minute, as applicable.`})}),`\n`,_jsxs(_components.p,{children:[`To handle this limit, `,_jsx(_components.a,{href:`/guides/production/error-handling#implement-retry-logic`,children:`implement retry logic with exponential backoff`}),`.`]}),`\n`,_jsx(Heading,{level:`2`,id:`object-limits`,children:`Object limits`}),`\n`,_jsxs(_components.p,{children:[`Object limits are restrictions on the number or size of objects in Pinecone. Object limits vary based on `,_jsx(_components.a,{href:`https://www.pinecone.io/pricing/`,children:`pricing plan`}),`.`]}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Starter plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Builder plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Standard plan`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Enterprise plan`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#projects-per-organization`,children:`Projects per organization`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`20`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#users-per-organization`,children:`Users per organization`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[_jsx(_components.a,{href:`#serverless-indexes-per-project`,children:`Serverless indexes per project`}),` `,_jsx(`sup`,{children:`1`})]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`20`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`200`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#serverless-index-storage-per-org`,children:`Serverless index storage per org`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2 GB`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10 GB`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#namespaces-per-serverless-index`,children:`Namespaces per serverless index`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100,000`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#serverless-backups-per-project`,children:`Serverless backups per project`})}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:_jsx(_components.a,{href:`#collections-per-project`,children:`Collections per project`})}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`}),_jsx(_components.td,{style:{textAlign:`left`},children:`N/A`})]})]})]}),`\n`,_jsxs(`sup`,{children:[`1 On the Starter plan, all serverless indexes must be in the `,_jsx(_components.code,{children:`us-east-1`}),` region of AWS. Builder, Standard, and Enterprise plans can create indexes in any `,_jsx(_components.a,{href:`/guides/index-data/create-an-index#cloud-regions`,children:`supported region`}),`.`]}),`\n`,_jsx(`br`,{}),`\n`,_jsx(Heading,{level:`3`,id:`projects-per-organization`,children:`Projects per organization`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`1`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`20`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach this quota for an organization, trying to `,_jsx(_components.a,{href:`/guides/projects/create-a-project`,children:`create projects`}),` will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-23`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max projects allowed in organization \u003corg name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To add more projects, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this quota, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),` or `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`users-per-organization`,children:`Users per organization`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`2`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{children:`Unlimited`}),_jsx(_components.td,{children:`Unlimited`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach this quota for an organization, trying to add users to the organization will fail. To increase this quota, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`serverless-indexes-per-project`,children:`Serverless indexes per project`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`5`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`10`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`20`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`200`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach this quota for a project, trying to `,_jsx(_components.a,{href:`/guides/index-data/create-an-index#create-a-serverless-index`,children:`create serverless indexes`}),` in the project will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-24`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max serverless indexes allowed in project \u003cproject\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Use namespaces to partition your data into logical groups, or upgrade your plan to add more serverless indexes.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To stay under this quota, consider using `,_jsx(_components.a,{href:`/guides/index-data/create-an-index#namespaces`,children:`namespaces`}),` instead of creating multiple indexes. Namespaces let you partition your data into logical groups within a single index. This approach not only helps you stay within index limits, but can also improve query performance and lower costs by limiting searches to relevant data subsets.`]}),`\n`,_jsxs(_components.p,{children:[`To increase this quota, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`serverless-index-storage-per-org`,children:`Serverless index storage per org`}),`\n`,_jsx(Note,{children:`This limit applies to organizations on the Starter and Builder plans only.`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`2 GB`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`10 GB`}),_jsx(_components.td,{children:`N/A`}),_jsx(_components.td,{children:`N/A`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you’ve reached this quota for an organization, updates and upserts into serverless indexes will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-25`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max storage allowed for organization \u003corg name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To update or upsert new data, delete records or upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To continue writing data into your serverless indexes, `,_jsx(_components.a,{href:`/guides/manage-data/delete-data`,children:`delete records`}),` to bring your organization under the limit or `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`namespaces-per-serverless-index`,children:`Namespaces per serverless index`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`1,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100,000`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`100,000`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach this quota for a serverless index, trying to `,_jsx(_components.a,{href:`/guides/index-data/upsert-data`,children:`upsert records into a new namespace`}),` in the index will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-26`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max namespaces allowed in serverless index \u003cindex name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To add more namespaces, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this quota, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[_jsx(_components.a,{href:`/reference/api/database-limits#namespaces-per-serverless-index`,children:`Namespaces per serverless index`}),` vary by plan. On the Standard and Enterprise plans, Pinecone can accommodate million-scale namespaces and beyond for specific use cases. If your application requires more than 100,000 namespaces, `,_jsx(_components.a,{href:`https://app.pinecone.io/organizations/-/settings/support/ticket`,children:`contact Support`}),`.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`serverless-backups-per-project`,children:`Serverless backups per project`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{children:`N/A`}),_jsx(_components.td,{children:`N/A`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`500`}),_jsx(_components.td,{\"data-numeric\":`true`,children:`1000`})]})})]}),`\n`,_jsxs(_components.p,{children:[`Backups are not available on the Starter or Builder plans. On the Standard and Enterprise plans, when you reach this quota for a project, trying to `,_jsx(_components.a,{href:`/guides/manage-data/back-up-an-index`,children:`create serverless backups`}),` in the project will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-27`,children:_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Backup failed to create. Quota for number of backups per index exceeded.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsx(Heading,{level:`3`,id:`collections-per-project`,children:`Collections per project`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{children:`Starter plan`}),_jsx(_components.th,{children:`Builder plan`}),_jsx(_components.th,{children:`Standard plan`}),_jsx(_components.th,{children:`Enterprise plan`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{\"data-numeric\":`true`,children:`100`}),_jsx(_components.td,{children:`N/A`}),_jsx(_components.td,{children:`N/A`}),_jsx(_components.td,{children:`N/A`})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you reach this quota for a project, trying to `,_jsx(_components.a,{href:`/guides/manage-data/back-up-an-index`,children:`create collections`}),` in the project will fail and return a `,_jsx(_components.code,{children:`403 - QUOTA_EXCEEDED`}),` status with the following error:`]}),`\n`,_jsx(Accordion,{title:`Error response`,id:`error-response-28`,children:_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`Request failed. You've reached the max collections allowed in project \u003cproject name\u003e. `})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`To add more collections, upgrade your plan.`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})}),`\n`,_jsxs(_components.p,{children:[`To increase this quota, `,_jsx(_components.a,{href:`/guides/organizations/manage-billing/upgrade-billing-plan`,children:`upgrade your plan`}),`.`]}),`\n`,_jsx(Heading,{level:`2`,id:`operation-limits`,children:`Operation limits`}),`\n`,_jsx(_components.p,{children:`Operation limits are restrictions on the size, number, or other characteristics of operations in Pinecone. Operation limits are fixed and do not vary based on pricing plan.`}),`\n`,_jsx(Heading,{level:`3`,id:`upsert-limits`,children:`Upsert limits`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Max `,_jsx(_components.a,{href:`/guides/index-data/upsert-data#upsert-in-batches`,children:`batch size`})]}),_jsxs(_components.td,{style:{textAlign:`left`},children:[`2 MB or 1000 records with vectors `,_jsx(`br`,{}),` 96 records with text`]})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max documents per upsert request`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max document upsert request size`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2 MB`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max document size`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2 MB`})]}),_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Max `,_jsx(_components.code,{children:`full_text_search`}),` string fields per schema`]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100`})]}),_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Max size per `,_jsx(_components.code,{children:`full_text_search`}),` string field`]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100 KB`})]}),_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Max tokens per `,_jsx(_components.code,{children:`full_text_search`}),` string field`]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max bytes per token`}),_jsx(_components.td,{style:{textAlign:`left`},children:`256 bytes`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max filterable metadata size per document`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`40 KB`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max length for a record ID`}),_jsx(_components.td,{style:{textAlign:`left`},children:`512 characters`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max dimensionality for dense vectors`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`20,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max non-zero values for sparse vectors`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`2048`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max dimensionality for sparse vectors`}),_jsx(_components.td,{style:{textAlign:`left`},children:`4.2 billion`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`The 40 KB filterable metadata limit does not apply to `,_jsx(_components.code,{children:`full_text_search`}),` text fields.`]}),`\n`,_jsx(Heading,{level:`3`,id:`import-limits`,children:`Import limits`}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[`If your import exceeds these limits, you’ll get an error specifying the limit exceeded. See `,_jsx(_components.a,{href:`/guides/index-data/import-data#troubleshooting`,children:`Troubleshooting`}),` for details.`]})}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max namespaces per import`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max total input data size (on-demand indexes)`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1 TB`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max total input data size (DRN indexes)`}),_jsx(_components.td,{style:{textAlign:`left`},children:`Unlimited`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max files per import`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`100,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max size per file`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10 GB`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`The total input data size limit does not apply to indexes with `,_jsx(_components.a,{href:`/guides/index-data/dedicated-read-nodes`,children:`dedicated read nodes`}),`.`]}),`\n`,_jsxs(_components.p,{children:[`Bulk import supports indexes without a schema definition (Parquet files) and indexes with document schemas (`,_jsx(_components.a,{href:`/guides/search/full-text-search#bulk-import`,children:`JSONL files`}),`). Semantic-text (auto-embedded) fields are not yet supported in document schemas.`]}),`\n`,_jsx(Heading,{level:`3`,id:`query-limits`,children:`Query limits`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Max `,_jsx(_components.code,{children:`top_k`}),` value`]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max result size`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`4MB`})]})]})]}),`\n`,_jsx(_components.p,{children:`The query result size is affected by the dimension of the dense vectors and whether or not dense vector values and metadata are included in the result.`}),`\n`,_jsx(Tip,{children:_jsxs(_components.p,{children:[`If a query fails due to exceeding the 4MB result size limit, choose a lower `,_jsx(_components.code,{children:`top_k`}),` value, or use `,_jsx(_components.code,{children:`include_metadata=False`}),` or `,_jsx(_components.code,{children:`include_values=False`}),` to exclude metadata or values from the result. For better performance, especially with higher `,_jsx(_components.code,{children:`top_k`}),` values, avoid including vector values unless you need them.`]})}),`\n`,_jsx(Heading,{level:`3`,id:`fetch-limits`,children:`Fetch limits`}),`\n`,_jsx(_components.p,{children:_jsx(_components.strong,{children:`Fetch by ID limits:`})}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max record IDs per fetch request`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000`})]})})]}),`\n`,_jsx(_components.p,{children:_jsx(_components.strong,{children:`Fetch by metadata limits:`})}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsxs(_components.tbody,{children:[_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max records per response`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max response size`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`4 MB`})]}),_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max request rate`}),_jsx(_components.td,{style:{textAlign:`left`},children:`5 requests per second per namespace`})]})]})]}),`\n`,_jsxs(_components.p,{children:[`To retrieve more than 10,000 matching records, paginate through results using the `,_jsx(_components.code,{children:`paginationToken`}),` parameter. See `,_jsx(_components.a,{href:`/guides/manage-data/fetch-data#fetch-records-by-metadata`,children:`Fetch records by metadata`}),`.`]}),`\n`,_jsx(Heading,{level:`3`,id:`delete-limits`,children:`Delete limits`}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Metric`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsx(_components.td,{style:{textAlign:`left`},children:`Max record IDs per delete request`}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`1,000`})]})})]}),`\n`,_jsx(Heading,{level:`3`,id:`metadata-filter-limits`,children:`Metadata filter limits`}),`\n`,_jsxs(_components.p,{children:[`The following limits apply to `,_jsx(_components.a,{href:`/guides/search/filter-by-metadata#metadata-filter-expressions`,children:`metadata filter expressions`}),` used in query, delete, update, and fetch operations.`]}),`\n`,_jsxs(Table,{children:[_jsx(_components.thead,{children:_jsxs(_components.tr,{children:[_jsx(_components.th,{style:{textAlign:`left`},children:`Limit`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Value`}),_jsx(_components.th,{style:{textAlign:`left`},children:`Description`})]})}),_jsx(_components.tbody,{children:_jsxs(_components.tr,{children:[_jsxs(_components.td,{style:{textAlign:`left`},children:[`Maximum values per `,_jsx(_components.code,{children:`$in`}),` or `,_jsx(_components.code,{children:`$nin`}),` operator`]}),_jsx(_components.td,{\"data-numeric\":`true`,style:{textAlign:`left`},children:`10,000`}),_jsxs(_components.td,{style:{textAlign:`left`},children:[`Each `,_jsx(_components.code,{children:`$in`}),` or `,_jsx(_components.code,{children:`$nin`}),` operator accepts up to 10,000 values in its array. This limit applies per operator—if you have multiple `,_jsx(_components.code,{children:`$in`}),` operators in a single filter, each is independently limited to 10,000 values.`]})]})})]}),`\n`,_jsxs(_components.p,{children:[`When you exceed this limit, the request will fail and return a `,_jsx(_components.code,{children:`400 - BAD_REQUEST`}),` error.`]}),`\n`,_jsx(Heading,{level:`4`,id:`rationale`,children:`Rationale`}),`\n`,_jsxs(_components.p,{children:[`Large `,_jsx(_components.code,{children:`$in`}),` operators can impact query performance and cost. Filters with thousands of values increase request payload size and end-to-end latency. Additionally, using large filters typically indicates a shared namespace architecture, which increases query costs—queries scan the entire namespace regardless of filters.`]}),`\n`,_jsx(Heading,{level:`4`,id:`alternative-approaches`,children:`Alternative approaches`}),`\n`,_jsx(_components.p,{children:`If you need to filter by more than 10,000 values, consider these alternatives:`}),`\n`,_jsxs(_components.ul,{children:[`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Use namespaces for tenant isolation`}),`: Instead of filtering by tenant IDs within a single namespace, create separate namespaces for each tenant or tenant group. This can also reduce query costs. See `,_jsx(_components.a,{href:`/guides/index-data/data-modeling#design-for-multi-tenancy`,children:`Design for multi-tenancy`}),`.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Use broader access control groups`}),`: Instead of filtering by individual user IDs, filter by organization, project, or role. This reduces the number of values in your `,_jsx(_components.code,{children:`$in`}),` filter. See `,_jsx(_components.a,{href:`/guides/index-data/data-modeling#use-access-control-groups-instead-of-individual-ids`,children:`Design for multi-tenancy`}),`.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Post-filter client-side`}),`: Retrieve a larger top K without filtering (for example, top 1000), then filter results client-side.`]}),`\n`,_jsxs(_components.li,{children:[_jsx(_components.strong,{children:`Run multiple queries`}),`: Split your filter into multiple queries with smaller `,_jsx(_components.code,{children:`$in`}),` operators and combine the results client-side.`]}),`\n`]}),`\n`,_jsx(Tip,{children:_jsxs(_components.p,{children:[`To avoid hitting this limit in production, validate the size of your `,_jsx(_components.code,{children:`$in`}),` and `,_jsx(_components.code,{children:`$nin`}),` arrays in your application code before making the request to Pinecone.`]})}),`\n`,_jsx(Heading,{level:`2`,id:`identifier-limits`,children:`Identifier limits`}),`\n`,_jsxs(_components.p,{children:[`An identifier is a string of characters used to identify “named” `,_jsx(_components.a,{href:`/guides/get-started/concepts`,children:`objects in Pinecone`}),`. 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