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stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-f88c82aa-e45b-4d94-89c3-72eeb7dfad9d"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-f88c82aa-e45b-4d94-89c3-72eeb7dfad9d"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="2XvYHLBFhNrRTTWwAWSSRN" data-contentful-field-id="heading"><!----><!---->Ship fast<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="2XvYHLBFhNrRTTWwAWSSRN" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Temporal reduces code complexity by offloading error processing logic, so that you can focus on what matters: your business logic.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="2jXHyXg0FlQGVPEjUoWaNv"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[--><!--[--><svg width="32" height="32" viewBox="0 0 24 24" fill="url('#purple-ultraviolet-gradient-72ee45f4-0b6e-483b-b122-d87768aaab41')" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="2jXHyXg0FlQGVPEjUoWaNv" data-contentful-field-id="icon"><!----><path d="M4.02363 6.16797C3.98198 7.97266 4.31519 10.5566 5.39815 13.0996C6.60606 15.7656 8.60536 18.3496 12.0208 19.8672C15.3946 18.3496 17.3939 15.7656 18.6019 13.0996C19.7265 10.5566 20.0597 7.97266 20.018 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id="pink-gradient-72ee45f4-0b6e-483b-b122-d87768aaab41"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-72ee45f4-0b6e-483b-b122-d87768aaab41"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="2jXHyXg0FlQGVPEjUoWaNv" data-contentful-field-id="heading"><!----><!---->Guaranteed reliability<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="2jXHyXg0FlQGVPEjUoWaNv" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Temporal guarantees that any end-to-end process will execute completely, retry, rollback or commit gracefully.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="6z69LxcduSE1rUnEXJr22P"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[--><!--[--><svg width="32" height="32" viewBox="0 0 24 24" fill="url('#purple-ultraviolet-gradient-d7e4194d-00fe-4647-a400-9e34dd587636')" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="6z69LxcduSE1rUnEXJr22P" data-contentful-field-id="icon"><!----><path d="M14.1188 3.0675L13.8451 3.9225L8.44509 20.7225L8.17134 21.5775L9.88509 22.1288L10.1588 21.2738L15.5588 4.47375L15.8326 3.61875L14.1188 3.0675ZM16.4288 8.14126L17.0851 8.75625L21.1838 12.6L17.0851 16.4438L16.4288 17.0588L17.6588 18.3713L18.3151 17.7563L23.1151 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offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="6z69LxcduSE1rUnEXJr22P" data-contentful-field-id="heading"><!----><!---->Your code, your language<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="6z69LxcduSE1rUnEXJr22P" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Code in your language, and run and deploy your existing app on Temporal within your current software delivery mechanism.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" 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17 8.6 6.8 h -1.8 -5.4 v 1.8 h 5.4 V 17 h -1.8 -1.8 v 1.28624 L 16.40624,17.18752 16.02376,17 H 15.6 11.4 V 15.2 H 9.6 Z"></path><!----><!----><defs><linearGradient id="mist-a79a7769-82bc-46d0-b3e9-d4dea0d8af73"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-a79a7769-82bc-46d0-b3e9-d4dea0d8af73"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-a79a7769-82bc-46d0-b3e9-d4dea0d8af73"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-a79a7769-82bc-46d0-b3e9-d4dea0d8af73"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="566wmeweSOGMx0DZmTPSWs" data-contentful-field-id="heading"><!----><!---->Expert advice<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="566wmeweSOGMx0DZmTPSWs" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Gain full access to all of our support and services, and work with our team to tune and optimize your application code.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><!--]--></div><!--]--> <div class="flex flex-row items-center gap-4"><!--[--><!--]--></div><!----><!----></div><!----><!----> <!----><!----><!----><!----></section><!----><!--]--><!----><!----><!--[--><!----><section class="grid grid-flow-col-dense sm:grid-cols-page sm:gap-x-4 max-sm:grid-cols-1 max-sm:px-5 max-sm:gap-y-4 bg-none bg-transparent  columns temporal-grid svelte-1kinh4y " style=""><!--[--><!----><div class="max-sm:col-span-1 sm:col-span-10 max-sm:col-start-1 sm:col-start-3 flex flex-col justify-center"><!----><div class="content svelte-1awrtre"><!--[!--><!--]--> <!--[--><!----><h3 data-variant="display" data-size="68" class="text s68 none display text-off-white svelte-14xgpgq" data-contentful-entry-id="4hk3eDDjnjJ5rnIQiSHawM" data-contentful-field-id="heading"><!----><!---->Join us<!----><!----></h3><!----><!--]--> <div data-contentful-entry-id="4hk3eDDjnjJ5rnIQiSHawM" data-contentful-field-id="body" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Join over 400 startups who are changing the game (and the future) with Temporal.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----> <!--[--><div class="flex flex-col md:flex-row 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flex-wrap justify-center items-center text-center gap-8"><!----><!--[!--><!--]--> <!--[!--><!--]--> <!--[!--><!--]--> <!--[!--><!--]--><!----><!----></div><!----><!----> <!--[--><!----><div class="max-sm:col-span-1 sm:col-span-10 max-sm:col-start-1 sm:col-start-3 "><!----><div class="flex max-md:flex-col md:flex-row justify-between gap-8 svelte-b37hut"><!--[!--><!--]--> <div role="grid" class="carousel svelte-b37hut"><!--[--><div id="carousel-item-a44fbea4-7972-421d-88f0-f867f0885373-0" class="item svelte-b37hut"><!----><div class="w-full gap-4 max-xl:flex max-xl:flex-col xl:flex-row max-xl:items-center xl:grid xl:grid-cols-2"><!--[--><!--[--><div class="testimonial svelte-7p42tu"><div class="quote svelte-7p42tu" data-contentful-field-id="quote" data-contentful-entry-id="6CZ3E08KOZHHfokW5MN7S5"><!--[--><svg width="32" height="32" class="text-ultraviolet" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M1.5 10.125C1.5 7.01719 4.01719 4.5 7.125 4.5H7.875H9V6.75H7.875H7.125C5.25938 6.75 3.75 8.25938 3.75 10.125V10.5H8.25H10.5V12.75V17.25V19.5H8.25H3.75H1.5V17.25V15V12.75V10.5V10.125ZM3.75 12.75V15V17.25H8.25V12.75H3.75ZM20.25 12.75H15.75V15V17.25H20.25V12.75ZM13.5 15V12.75V10.5V10.125C13.5 7.01719 16.0172 4.5 19.125 4.5H19.875H21V6.75H19.875H19.125C17.2594 6.75 15.75 8.25938 15.75 10.125V10.5H20.25H22.5V12.75V17.25V19.5H20.25H15.75H13.5V17.25V15Z"></path><!----><!----><defs><linearGradient id="mist-458c2514-7fc6-4da8-b0ee-f1e47b180875"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-458c2514-7fc6-4da8-b0ee-f1e47b180875"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-458c2514-7fc6-4da8-b0ee-f1e47b180875"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-458c2514-7fc6-4da8-b0ee-f1e47b180875"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----> <div data-contentful-entry-id="6CZ3E08KOZHHfokW5MN7S5" data-contentful-field-id="quote" class="prose max-w-none prose-light default svelte-fuxs1s"><!--[--><!----><p>Temporal is a tenth of the work to run your application than conventional microservices architectures and substantially more reliable. Temporal ensures work gets done right.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----></div> <div class="source-content svelte-7p42tu"><div class="source-wrapper svelte-7p42tu"><!--[!--><!--]--> <div class="source-attributions svelte-7p42tu"><!----><p data-variant="eyebrow" data-size="18" class="text s18 eyebrow text-space-black svelte-14xgpgq" data-contentful-entry-id="6CZ3E08KOZHHfokW5MN7S5" data-contentful-field-id="source"><!----><!---->FABIEN HUET<!----><!----></p><!----><!----> <!--[--><!----><p data-variant="body" data-size="16" class="text s16 body text-blue-gray-700/70 svelte-14xgpgq" data-contentful-entry-id="6CZ3E08KOZHHfokW5MN7S5" data-contentful-field-id="company"><!----><!---->Cofounder, CTO, Green Got<!----><!----></p><!----><!--]--></div></div> <!--[--><!--[--><!--[!--><!--[--><img src="https://images.ctfassets.net/0uuz8ydxyd9p/1uBEJ7yoMM0weyyeg7cbqs/b1051ab72bd653e6513e3931b2cad45e/greengot-logo.svg" alt="Green Got" width="112" loading="lazy" decoding="async" class="flex h-auto w-28 svelte-1yfd67s" data-contentful-entry-id="6CZ3E08KOZHHfokW5MN7S5" data-contentful-field-id="companyLogo"><!--]--><!--]--><!--]--><!--]--></div></div><!--]--><!--[--><div class="testimonial svelte-7p42tu"><div class="quote svelte-7p42tu" data-contentful-field-id="quote" data-contentful-entry-id="AkniHzrG2bhKV57qAWzoG"><!--[--><svg width="32" height="32" class="text-ultraviolet" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M1.5 10.125C1.5 7.01719 4.01719 4.5 7.125 4.5H7.875H9V6.75H7.875H7.125C5.25938 6.75 3.75 8.25938 3.75 10.125V10.5H8.25H10.5V12.75V17.25V19.5H8.25H3.75H1.5V17.25V15V12.75V10.5V10.125ZM3.75 12.75V15V17.25H8.25V12.75H3.75ZM20.25 12.75H15.75V15V17.25H20.25V12.75ZM13.5 15V12.75V10.5V10.125C13.5 7.01719 16.0172 4.5 19.125 4.5H19.875H21V6.75H19.875H19.125C17.2594 6.75 15.75 8.25938 15.75 10.125V10.5H20.25H22.5V12.75V17.25V19.5H20.25H15.75H13.5V17.25V15Z"></path><!----><!----><defs><linearGradient id="mist-37fb2e52-b05d-485f-8eec-fa3153e9a722"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-37fb2e52-b05d-485f-8eec-fa3153e9a722"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-37fb2e52-b05d-485f-8eec-fa3153e9a722"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-37fb2e52-b05d-485f-8eec-fa3153e9a722"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----> <div data-contentful-entry-id="AkniHzrG2bhKV57qAWzoG" data-contentful-field-id="quote" class="prose max-w-none prose-light default svelte-fuxs1s"><!--[--><!----><p>We wouldn’t have been able to build Pay.com as fast as we did without Temporal. It is a better, more simple way to develop complex systems.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----></div> <div class="source-content svelte-7p42tu"><div class="source-wrapper svelte-7p42tu"><!--[!--><!--]--> <div class="source-attributions svelte-7p42tu"><!----><p data-variant="eyebrow" data-size="18" class="text s18 eyebrow text-space-black svelte-14xgpgq" data-contentful-entry-id="AkniHzrG2bhKV57qAWzoG" data-contentful-field-id="source"><!----><!---->SHAHAR ZIV<!----><!----></p><!----><!----> <!--[--><!----><p data-variant="body" data-size="16" class="text s16 body text-blue-gray-700/70 svelte-14xgpgq" data-contentful-entry-id="AkniHzrG2bhKV57qAWzoG" data-contentful-field-id="company"><!----><!---->CTO, Pay.com<!----><!----></p><!----><!--]--></div></div> <!--[--><!--[--><!--[!--><!--[--><img src="https://images.ctfassets.net/0uuz8ydxyd9p/2ilamhIu9vZyiracqRWj6r/5557a316100b7b1f9fb9d41011d80290/Pay.com-Secondary-rectangle.svg" alt="Pay.com" width="112" loading="lazy" decoding="async" class="flex h-auto w-28 svelte-1yfd67s" data-contentful-entry-id="AkniHzrG2bhKV57qAWzoG" data-contentful-field-id="companyLogo"><!--]--><!--]--><!--]--><!--]--></div></div><!--]--><!--]--></div><!----></div><!--]--></div> <!--[!--><!--]--></div><!----><!----></div><!----><!--]--><!----><!----></div><!----><!--]--><!----><!----><!--[--><!----><section id="a-commitment-to-your-success" class="grid grid-flow-col-dense sm:grid-cols-page sm:gap-x-4 max-sm:grid-cols-1 max-sm:px-5 max-sm:gap-y-4 bg-stars  columns temporal-grid svelte-1kinh4y " style=""><!----><div class="max-sm:col-span-1 sm:col-span-10 max-sm:col-start-1 sm:col-start-3 flex flex-col gap-12"><!----><div class="flex flex-col gap-6 w-full lg:w-2/3"><!--[!--><!--]--> <!--[--><!----><p data-variant="display" data-size="68" class="text s68 stars display text-off-white svelte-14xgpgq" data-contentful-entry-id="4vCxc1gIyzfO5UF9tWkKmD" data-contentful-field-id="heading"><!----><!---->A commitment to your success<!----><!----></p><!----><!--]--> <div data-contentful-entry-id="4vCxc1gIyzfO5UF9tWkKmD" data-contentful-field-id="body" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Temporal is a startup, too. We believe moving fast and delivering reliable systems are critical elements of success. As part of Temporal Cloud for Startups, our team is here to support you on your journey.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----></div> <!--[--><div class="card-grid max-md:grid-cols-1 max-xl:grid-cols-2 xl:grid-cols-4 svelte-f3xlew"><!--[--><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="aXZdQgL3q0wz81lfVyWkP"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="aXZdQgL3q0wz81lfVyWkP" data-contentful-field-id="heading"><!----><!---->Technical onboarding<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="aXZdQgL3q0wz81lfVyWkP" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Get you up and running quickly on your Cloud namespace</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="2ClThkEwd5yrqctFLPiYLb"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="2ClThkEwd5yrqctFLPiYLb" data-contentful-field-id="heading"><!----><!---->Design reviews<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="2ClThkEwd5yrqctFLPiYLb" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Inspect and optimize your Temporal code</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="1S8AVzo9XFXGaB9jORGkJB"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="1S8AVzo9XFXGaB9jORGkJB" data-contentful-field-id="heading"><!----><!---->Production readiness<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="1S8AVzo9XFXGaB9jORGkJB" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Ensure you are ready to go live at the right scale</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="2bKUgZsCKWQnUTvHoA0CH8"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="2bKUgZsCKWQnUTvHoA0CH8" data-contentful-field-id="heading"><!----><!---->Worker tuning<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="2bKUgZsCKWQnUTvHoA0CH8" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Identify performance optimizations through worker tuning</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><!--]--></div><!--]--> <div class="flex flex-row items-center gap-4"><!--[--><!--]--></div><!----><!----></div><!----><!----> <!----><!----><!----><!----></section><!----><!--]--><!----><!----><!--[--><!----><section class="grid grid-flow-col-dense sm:grid-cols-page sm:gap-x-4 max-sm:grid-cols-1 max-sm:px-5 max-sm:gap-y-4 bg-none bg-transparent  columns temporal-grid svelte-1kinh4y " style=""><!--[--><!----><div class="max-sm:col-span-1 sm:col-span-4 max-sm:col-start-1 sm:col-start-3 flex flex-col justify-center"><!----><div class="content svelte-1awrtre"><!--[!--><!--]--> <!--[--><!----><h3 data-variant="display" data-size="68" class="text s68 none display text-off-white svelte-14xgpgq" data-contentful-entry-id="5iSWkxn57vel8k03dR2hwj" data-contentful-field-id="heading"><!----><!---->Are you a VC or incubator?<!----><!----></h3><!----><!--]--> <div data-contentful-entry-id="5iSWkxn57vel8k03dR2hwj" data-contentful-field-id="body" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[!--><!----><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----> <!--[--><div class="flex flex-col md:flex-row gap-2 md:gap-8 mb-4 md:mt-4 md:mb-0"><!--[!--><!--]--> <!--[--><!--[--><!----><a href="mailto:incubator@temporal.io" data-contentful-entry-id="3tdu0Zzi7gsz0CK5YJp9Bp" class="button group w-fit primary center regular ultraviolet svelte-17miwm9 svelte-17miwm9"><!--[!--><!--[--><!--[--><svg width="24" height="24" class="transition-colors group-hover:text-indigo-100" 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<!--[!--><!--]--><!----><!----></section><!----><!----> <!--[!--><!--]--><!--]--><!----><!----><!--[--><!----><section id="" class="grid grid-flow-col-dense sm:grid-cols-page sm:gap-x-4 max-sm:grid-cols-1 max-sm:px-5 max-sm:gap-y-4 bg-space-black  columns temporal-grid svelte-1kinh4y " style=""><!----><div class="max-sm:col-span-1 sm:col-span-10 max-sm:col-start-1 sm:col-start-3 flex flex-col gap-12"><!----><div class="flex flex-col gap-6 w-full lg:w-2/3"><!--[!--><!--]--> <!--[!--><!--]--> <div data-contentful-entry-id="5oFQPGJg99cN91sjHITnvf" data-contentful-field-id="body" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[!--><!----><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!----></div> <!--[--><div class="card-grid max-md:grid-cols-1 xl:grid-cols-2 svelte-f3xlew"><!--[--><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="7s0HqwtgdRdLB57q1kT4TG"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="7s0HqwtgdRdLB57q1kT4TG" data-contentful-field-id="heading"><!----><!---->Extend the runway of your portfolio companies<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="7s0HqwtgdRdLB57q1kT4TG" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Temporal provides competitive advantage to your portfolio companies as it allows them to deliver more reliable software, faster. With Temporal, your founders can stay focused on building a great product and a solid company.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><div class="card ultraviolet svelte-1l3k34g" style="--img-width:640px;" data-contentful-entry-id="5BzwmVi4zYUnyAkvQ6xqWb"><!--[!--><!--]--> <div class="flex h-full flex-col gap-6 justify-between"><div class="card-content svelte-1l3k34g"><!--[!--><!--]--> <!--[!--><!--]--> <!--[--><!----><p data-variant="heading" data-size="32" class="text s32 heading text-white svelte-14xgpgq" data-contentful-entry-id="5BzwmVi4zYUnyAkvQ6xqWb" data-contentful-field-id="heading"><!----><!---->Provide your portfolio companies with sound tech advice<!----><!----></p><!----><!--]--> <!--[--><div data-contentful-entry-id="5BzwmVi4zYUnyAkvQ6xqWb" data-contentful-field-id="contentMarkdown" class="prose max-w-none prose-dark default svelte-fuxs1s"><!--[--><!----><p>Our team is comprised of some of the brightest in modern distributed systems, and we spend time with your companies to help them deploy Temporal and implement distributed systems best practices.</p><!----><!--]--></div> <dialog class="modal svelte-qlql1g modal-backdrop-heavy" aria-label="Zoomed image" aria-modal="true"><!--[!--><!--]--></dialog><!----><!--]--> <!----><!----></div> <!--[!--><!--]--></div></div><!--]--></div><!--]--> <div class="flex flex-row items-center gap-4"><!--[--><!--]--></div><!----><!----></div><!----><!----> <!----><!----><!----><!----></section><!----><!--]--><!----><!----><!--[--><!--[--><div class="logo-marquee no-padding dark svelte-hed6qz"><div class="marquee-group svelte-hed6qz"><!--[--><!--[--><!--[!--><!--[--><img src="https://images.ctfassets.net/0uuz8ydxyd9p/6ElNgB8zedqOuW01jz0XwN/cf51c4e63efadccac5e0aabf7b1f50b8/python-logo.svg" alt="python-logo" height="24" loading="lazy" 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data-contentful-entry-id="6Yb4Pyy82RZon0PGlLcVtR" data-contentful-field-id="question"><!----><!---->Who is eligible for Temporal Cloud for Startups?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-68963fa9-5183-4f73-9ada-e926299a416b"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-68963fa9-5183-4f73-9ada-e926299a416b"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-68963fa9-5183-4f73-9ada-e926299a416b"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-68963fa9-5183-4f73-9ada-e926299a416b"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="7FGIxXqC5ksD6oTXwOcyha" data-contentful-field-id="question"><!----><!---->How do I apply for the program?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-1754ae11-76b0-4063-a81a-27676db1b23e"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-1754ae11-76b0-4063-a81a-27676db1b23e"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-1754ae11-76b0-4063-a81a-27676db1b23e"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-1754ae11-76b0-4063-a81a-27676db1b23e"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="7cHiFOzOxp9xDylyYcgGuF" data-contentful-field-id="question"><!----><!---->What happens when I get approved for the program?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-952832c9-202d-4de6-b082-dfb67e2e1f8b"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-952832c9-202d-4de6-b082-dfb67e2e1f8b"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-952832c9-202d-4de6-b082-dfb67e2e1f8b"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-952832c9-202d-4de6-b082-dfb67e2e1f8b"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="7vA93BhH1Cx5QfUt16FDGz" data-contentful-field-id="question"><!----><!---->How much usage will $6,000 provide for my application?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-6c4e6495-08c8-4c0d-b434-bb9cf7ce5261"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-6c4e6495-08c8-4c0d-b434-bb9cf7ce5261"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-6c4e6495-08c8-4c0d-b434-bb9cf7ce5261"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-6c4e6495-08c8-4c0d-b434-bb9cf7ce5261"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="3sgXwsR8WVt64SFcdhzCa5" data-contentful-field-id="question"><!----><!---->What happens when I use all my credits?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-5ff4b950-9190-4817-b98e-169cc1514a1c"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-5ff4b950-9190-4817-b98e-169cc1514a1c"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-5ff4b950-9190-4817-b98e-169cc1514a1c"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-5ff4b950-9190-4817-b98e-169cc1514a1c"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="4gtN0D2dgFCrmWDGl4senD" data-contentful-field-id="question"><!----><!---->Can I migrate if I'm already using Temporal (self-hosted)?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-f5463634-a321-4e91-a0a2-4f463eb3a214"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-f5463634-a321-4e91-a0a2-4f463eb3a214"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-f5463634-a321-4e91-a0a2-4f463eb3a214"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-f5463634-a321-4e91-a0a2-4f463eb3a214"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="2pMf1FYVFs7rPqrcP1Z7Kv" data-contentful-field-id="question"><!----><!---->Can I transfer these credits to another company?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-b4b34220-57f2-4aa7-9c0e-584b2563e6b6"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-b4b34220-57f2-4aa7-9c0e-584b2563e6b6"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-b4b34220-57f2-4aa7-9c0e-584b2563e6b6"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-b4b34220-57f2-4aa7-9c0e-584b2563e6b6"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="4ji4d2j8yhuCQSrCd35JnG" data-contentful-field-id="question"><!----><!---->I'm part of an educational institution. Can I apply for the program?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" clip-rule="evenodd"></path><!----><!----><defs><linearGradient id="mist-99c2972d-69a2-4229-9e83-e2904a482837"><stop offset="0%" stop-color="#34D399"></stop><stop offset="100%" stop-color="#FF6BFF"></stop></linearGradient><linearGradient id="green-gradient-99c2972d-69a2-4229-9e83-e2904a482837"><stop offset="0%" stop-color="#C3FF62"></stop><stop offset="100%" stop-color="#1FF1A5"></stop></linearGradient><linearGradient id="pink-gradient-99c2972d-69a2-4229-9e83-e2904a482837"><stop offset="0%" stop-color="#FF5555"></stop><stop offset="100%" stop-color="#B664FF"></stop></linearGradient><linearGradient id="purple-ultraviolet-gradient-99c2972d-69a2-4229-9e83-e2904a482837"><stop offset="0%" stop-color="#B664FF"></stop><stop offset="100%" stop-color="#444CE7"></stop></linearGradient></defs></svg><!--]--><!----></button> <!--[!--><!--]--></div><div class="flex flex-col w-full border-b py-4 border-blue-gray-300"><button type="button" class="flex text-left justify-between w-full cursor-pointer"><!----><p data-variant="body" data-size="24" class="text s24 body svelte-14xgpgq" data-contentful-entry-id="Ng7wVPodFsDjDUOTi4Si5" data-contentful-field-id="question"><!----><!---->Am I eligible for the program if I'm already using Temporal Cloud?<!----><!----></p><!----><!----> <!--[--><svg width="24" height="24" class="shrink-0" viewBox="0 0 24 24" fill="currentcolor" stroke-width="2" xmlns="http://www.w3.org/2000/svg" role="img" data-contentful-entry-id="" data-contentful-field-id=""><!----><path d="M13.25 13.25V22H10.75V13.25H2V10.75H10.75V2H13.25V10.75H22V13.25H13.25Z" fill-rule="evenodd" 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Depending on the shipment, the customer, and destination, a booking might flow through a courier network, a hyperlocal delivery service, or an eCommerce fulfillment path. Temporal serves as the orchestration layer that makes this work reliably at scale, managing stateful workflows from the moment a booking comes in through to final execution.\n\n## The Challenge\n\nEvery incoming booking at SMILe is effectively a routing problem with several moving parts. Before a shipment can be assigned to a fulfillment path, the platform needs to evaluate:\n\n- Pincode-level serviceability\n- Partner availability in that location\n- Package type and shipment characteristics\n- SLA commitments\n- Cost optimization\n- Vehicle type required vs. available\n\nThe hard part is doing all of this quickly, reliably, and across a web of internal systems and external partner APIs. Before adopting Temporal, orchestrating these workflows required distributed coordination across services, making the system harder to maintain and more vulnerable to partial failures. Retry handling, state tracking, and long-running processes introduced significant engineering overhead.\n\n## The Solution\n\nSMILe implemented Temporal as a durable workflow orchestration layer to manage booking lifecycles end-to-end. Each booking, triggered via API calls or booking events, initiates a Temporal Workflow that acts as the single source of truth for execution.\n\nAt a high level, each Workflow:\n\n- Ingests and validates booking requests\n- Evaluates routing logic based on serviceability, partner availability, SLA, cost, and vehicle constraints\n- Dynamically selects the appropriate fulfillment path (courier, hyperlocal, eCommerce, or others)\n- Orchestrates interactions across internal services, partner APIs, and tracking systems\n- Maintains state across long-running operations\n- Handles retries and failures without losing its place\n\nThe engineering team at SMILe now models orchestration logic as code, and Temporal handles the infrastructure concerns underneath.\n## Architectural Approach\n\nSMILe's implementation draws a clean line between orchestration and execution. Workflows own the decision-making and sequencing logic. Activities handle the actual integrations, including calls to internal services, partner APIs, and tracking systems, each with their own retry policies and controlled execution behavior.\n\nSignals and events allow Workflows to respond to real-time updates asynchronously, such as a status change from a delivery partner or an external confirmation, without blocking or polling. The result is a system where the orchestration layer stays deterministic and resilient, while all external interactions are safely encapsulated in Activities that can fail, retry, and recover without corrupting Workflow state.\n\n## The Outcome\n\nBy adopting Temporal, SMILe now has a unified orchestration layer capable of handling diverse logistics flows with the reliability and scalability the business demands.\n\n| Result | Detail |\n|---|---|\n| **Unified framework** | Courier, hyperlocal, and eCommerce flows all run through the same orchestration layer with no parallel systems or duplicate logic. |\n| **Resilience by default** | Built-in retries and durable state management mean transient failures no longer cascade into lost bookings or manual recovery work. |\n| **Reduced engineering overhead** | Custom state machines, retry logic, and recovery mechanisms are gone. That complexity now lives in the platform. |\n| **Full lifecycle visibility** | Every booking's journey is traceable within its Workflow, making debugging and observability dramatically simpler. |\n| **Faster onboarding** | New routing rules and delivery partner integrations slot into the existing orchestration layer without requiring a redesign from scratch. |\n\n## Conclusion\n\nTemporal has become a foundational component in SMILe's logistics platform, enabling the company to reliably orchestrate complex, multi-parameter booking workflows across diverse fulfillment networks. By centralizing orchestration and leveraging Temporal's Durable Execution model, SMILe has transformed a traditionally fragile, distributed process into a scalable, resilient, and extensible system capable of adapting to evolving logistics demands while maintaining operational consistency.",quote:void 0,useCase:"Logistics orchestration",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2026-06-17",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Mews: Hospitality, payments, and durability on a global scale",metaTitle:"Mews: Hospitality, payments, and durability on a global scale",metaDescription:"How Mews orchestrates payments, refunds, chargebacks, and KYC onboarding on Temporal Cloud, closing 6,000 bills a day with Durable Execution.",industry:"High Tech",sdk:".NET",companySize:"250-2000",platform:"Cloud",link:void 0,customerLogo:{title:"MEWS CUSTOMER LOGO WORDMARK WHITE UPDATED 2026",description:"The Mews customer logo. This is the updated version of their logo as of June 2026.",url:"https://images.ctfassets.net/0uuz8ydxyd9p/2tNXdCbhwcTk4ltf6HoQPX/5e4988ad11a51b1b05d29eeb8a46ef8d/MEWS_WORDMARK_WHITE.svg",aspectRatio:1.7761332099907492},cardImage:void 0,imageScale:void 0,entityId:"2UrXBz3LJJB4FENW20X84K",slug:"mews",content:"[Mews](https://www.mews.com/en) is a hospitality cloud platform serving 15,000+ customers, managing 350,000+ hospitality spaces worldwide, processing billions in annualized payment volume, and managing 16 million check-ins per year. When your platform handles this kind of enormous volume of guest stays and financial transactions, reliability and scalability are everyday critical concerns.\n\nFor Petr Koutny, Staff Software Engineer focused on backend reliability and payments at Mews, a fundamental problem needed solving: how do you orchestrate complex, long-running Workflows across payments, refunds, chargebacks, and onboarding without losing state, duplicating money movement, or requiring constant manual intervention?\n\nHint: the answer was Temporal.\n\n## The challenge: Homegrown solutions at breaking point\n\nBefore Temporal, Mews relied on a typical mix of custom solutions. They included custom job frameworks, event-driven flows over Kafka and Azure Service Bus, and ad-hoc state machines in the database.\n\nFor simple tasks, this worked. But Mews also needed genuinely long-running, cross-service Workflows for operations like payments automation, KYC onboarding, complex refunds, and chargeback lifecycles. The team found themselves constantly scrambling to solve each new use case.\n\n“We had to reinvent durability, retries, and state recovery each time,” Petr explains. “Error handling and observability were inconsistent, and answering ‘what is the current state of this business process?’ often meant grepping logs or querying multiple systems.”\n\nAs a result, the pain points became impossible to ignore.\n\n* **Unpredictable bill closing times:** Large bills with thousands of line items could take highly variable amounts of time to close, blocking the entire payments automation flow and making performance nearly impossible to observe or tune\n* **Unclear exception handling and retries:** Custom retry logic was scattered across services, and it wasn’t always clear which exceptions were retriable versus fatal, especially when dealing with external payment providers\n* **Lost or stuck processes:** Long-lived Workflows spanning multiple events and services risked losing state during deployments or outages, with no easy recovery path\n\nFor Mews, “mission-critical” means anything touching money, guest stays, or audit trails. Failures in these areas could easily result in lost revenue, duplicate charges, or regulatory issues. This approach wasn’t sustainable, so they decided to try Temporal.\n\n## Why Temporal: orchestration over messaging\n\nPetr had first heard of Temporal through blog posts, conference talks, and its growing customer list. What made it stand out for the Mews team was the alignment between Temporal’s model and the problems they were facing.\n\n* **Code-first Workflows:** Temporal’s programming model matched how the team approached their work, creating Workflows and Activities as code rather than a proprietary DSL\n* **Durable Execution by default:** The promise of “write business logic, let Temporal handle retries, state, and restarts” was exactly what the team needed for payments automation\n* **Temporal Cloud:** A managed service with strong SLAs meant no need to stand up and babysit their own Temporal cluster\n\nAt the end of the day, Petr and his team went with Temporal because it’s better than other solutions for orchestrating business processes. Queues are great at delivering messages, but Mews needed their mission-critical Workflows to be failure-proof.\n\n## Building on Temporal: from bill closing to fintech foundations\n\nMews started with a single, high-impact use case: **bill closing** as part of payments automation. By moving bill closing into an independent Temporal Workflow, the main automation flow no longer had to block on variable-length processing. Today, Temporal reliably closes around **6,000 bills per day** for Mews.\n\nFrom there, adoption grew rapidly. Today, Mews runs thousands of payment-related Workflows daily across multiple Temporal Cloud Namespaces.\n\n### Webhook processing\n\nTo process billions of payments, Mews utilizes third-party webhook events, which are handled via Temporal Workflows, including parallel side effects to Kafka and core business logic. When a Kafka outage once stalled thousands of these Workflows, Temporal automatically resumed them when Kafka recovered, meaning no manual cleanup required. The team used Temporal’s patching API and replay tests to evolve the Workflow design without breaking in-flight executions.\n\n### Integration flows\n\nMews chose Temporal over a pure commands-and-events design for end-to-end payment capture, bridging a third-party monolith and a new payments service. Additional integrated Workflows include:\n\n* **Partial refunds:** A dedicated Workflow retries refunds on a schedule until the underlying transaction settles or a cutoff is reached, then notifies the monolith\n* **Chargeback/dispute lifecycles:** Long-running Workflows signaled by Braintree webhooks coordinate chargeback creation, outcomes (won/lost), and corresponding accounting actions\n\n### Long-running onboarding and KYC\n\nOnboarding Workflows can span days or weeks, with many webhook events for the same logical entity. Temporal maintains state across that entire lifecycle without custom “keep alive” logic or polling, despite crashes, deployments, and infrastructure changes.\n\n### Job scheduler tasks\n\nSome periodic jobs now run via Temporal in the job-scheduler service, benefiting from the same durability and visibility guarantees as payment Workflows.\n\n## The results\n\nSince adopting Temporal, Mews has seen measurable improvements across reliability, performance, and engineering velocity.\n\n* **Faster payments automation:** By isolating bill closing into an independent Temporal Workflow, automatic payments no longer block on variable processing times, reducing overall end-to-end latency\n* **6,000 bills closed per day via Temporal:** Enabled by much stronger observability into durations and error patterns\n* **Reduced operations work after incidents:** During a Kafka outage incident, Temporal automatically resumed thousands of stalled Workflows when Kafka came back online. The team gets to focus on preventing future issues instead of on manual cleanup.\n* **Safer iterative delivery:** Patching and replay tests allow the team to evolve sensitive payment Workflows with reduced risk of incidents\n\nPetr adds, “Some of the benefits, like fewer edge-case incidents or support escalations around stuck payments, are qualitative but very noticeable in day-to-day operations.”\n\n## The takeaway\n\nWith Temporal in place, Petr and his team are now comfortable building Workflows they previously would have avoided due to high orchestration risk.\n\n* **Sophisticated refund and dispute handling:** Partial refunds that depend on transaction settlement and long-running chargeback lifecycles with multiple state changes are now doable with Temporal Workflows and Signals\n* **End-to-end onboarding flows:** A single Workflow per connection to third-party providers that lasts weeks, aggregates many webhooks, and exposes live status without building custom state engines\n* **Chained funds-movement flows:** Multi-step payout or reconciliation scenarios can be modeled as a single Workflow with clear Activities and compensation strategies\n\n“In the past, we might have tried to approximate these with a tangle of jobs and events and then under-scope the feature to reduce risk,” Petr says. “With Temporal in place, those designs feel much more realistic.”\n\nWhen asked what would break first if Temporal disappeared, Petr’s answer is immediate: **payments**.\n\n“We’d lose the Workflows that currently close thousands of bills per day reliably. Hotels would start seeing stuck or delayed automations, and we’d have to scramble to rebuild that orchestration.\n\n“Webhook processing, integration flows, refunds, chargebacks, payouts: these would all degrade quickly, forcing manual intervention. We’d still have our queues and job frameworks, so nothing is literally impossible to rebuild.\n\n“But we’d lose durability guarantees, Workflow visibility, and a lot of carefully encoded retry semantics overnight, which, in a payments-heavy environment, is not something I’d ever want to experience.”\n\n## The future\n\nMews recently raised a [$300 million Series D](https://www.mews.com/en/press/mews-secures-300-million-investment) funding round, cementing them as the world’s top hospitality operating system. The funding round expands Mews’ significant investments in AI, embedding agent-driven systems across the platform to automate complex Workflows, reduce cognitive load for staff, and improve guest experiences. We’re excited to see what the team does next and how Temporal can support them to achieve even more!\n\n---\n\n**About Mews**\n\nMews is a hospitality cloud platform providing a modern PMS, embedded payments, POS, and integration marketplace that powers 15,000+ customers and over 350,000 hospitality spaces worldwide.\n\n**Industry:** Hospitality Technology\n\n**Deployment:** Temporal Cloud\n\n**SDK:** .NET",quote:"In the past, we might have tried to approximate these with a tangle of jobs and events and then under-scope the feature to reduce risk,” Petr says. “With Temporal in place, those designs feel much more realistic.",useCase:"Durable payments",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2026-06-04",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"AutoKitteh Increases Development Efficiency with Temporal",metaTitle:"AutoKitteh Increases Development Efficiency with Temporal",metaDescription:"Discover how AutoKitteh leveraged Temporal to boost workflow automation, enhance durability, simplify development, and accelerate developer velocity with durable execution.",industry:"High Tech",sdk:"Go",companySize:"\u003C50",platform:"Cloud",link:void 0,customerLogo:{title:"Autokitteh Logo",description:"Light gray textured background with subtle horizontal grain pattern",url:"https://images.ctfassets.net/0uuz8ydxyd9p/59DqP4aMzygrCgFMdlYkFg/defa2c60dfacd1f8c3a0d1925c6e695a/autokitteh-logo-white.png",aspectRatio:3.8095238095238093},cardImage:void 0,imageScale:void 0,entityId:"58qMR6xHD8kaTKzO18ASoD",slug:"autokitteh",content:"AutoKitteh, a developer-first, open-source platform that focuses on serverless workflow automation, adopted Temporal to enhance the durability and reliability of their programs while simplifying development processes.\n\n## Challenges Before Using Temporal\nBefore adopting Temporal, AutoKitteh's main challenge was ensuring that their software was durable and reliable. They wanted a solution that would make their product robust without requiring a lot of extra effort or complexity. \n- Durability and Reliability: Maintaining program durability and reliability was a constant struggle.\n- Complex Development: The engineering team implemented their own state management and event-driven development, adding significant maintenance overhead\n- High Skill Requirement: Only a few highly skilled engineers could handle the work required, making the development process slow and cumbersome.\n\n## Why AutoKitteh Chose Temporal\n>We knew we were going to use Temporal because it gave us a huge advantage over other solutions out there.\n\nAutoKitteh chose Temporal for several compelling reasons:\n- Simplified Development: Temporal handles the complexity like state management and error-handling logic, allowing developers to focus on core functionality.\n- Efficient Debugging: Temporal makes it easy to identify where the code stopped working, and it automatically resumes from there, saving time and reducing developer frustration.\n- Enhanced Abstractions: Temporal's abstractions streamlined their code, making it easier to manage.\n- Durable Execution: The durable execution capabilities significantly reduced project timelines.\n\n## Benefits of Temporal for AutoKitteh\nSince adopting Temporal, AutoKitteh has experienced numerous benefits:\nSeamless Abstractions: \n- Reduced Development Effort: AutoKitteh's systems run on abstractions, instantly translating external system events into new workflows. This lets the team develop more efficiently.\n- Increased Developer Velocity: Developers allocate much less time to distributed system development, focusing more on innovation.\n- Less Manual Intervention: The need for intervening when errors happen has drastically decreased.\n\nAutoKitteh has transformed its development process, achieving greater efficiency and reliability. ",quote:"After adopting Temporal, development became so much easier and faster. We no longer worry about details like persistent state and event-driven development.",useCase:"Workflow orchestration",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2024-08-08",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Linus Health Boosts Innovation with Temporal",metaTitle:void 0,metaDescription:"Linus Health switched to Temporal to overcome workflow challenges, boosting efficiency, error handling, and innovation in healthcare technology.",industry:"Medical",sdk:"Python",companySize:"51-250",platform:"Cloud",link:void 0,customerLogo:{title:"Linus Health Logo",description:"White rectangular logo or placeholder on a light gray background",url:"https://images.ctfassets.net/0uuz8ydxyd9p/1iadyCf0hpyiYK37DPle76/615901e5876d470ccba9bc2f5b967383/Linus-Health-Logo-white.png",aspectRatio:3.2},cardImage:void 0,imageScale:void 0,entityId:"4LL7viBRRhPyacevI9Piuf",slug:"linus-health",content:"Linus Health, a leader in healthcare technology, built an in-house system to manage workflows but eventually switched to Temporal to enhance efficiency and reliability.\n\n## Challenges Before Using Temporal\nBefore adopting Temporal, Linus Health faced several significant challenges with their custom-built, in-house workflow solution:\n- Custom Built Limitations: Their workflow system was completely custom-built, leading to numerous gaps and challenges in workflow, visibility, debugging, and troubleshooting.\n- Stagnated Innovation: The focus on maintaining platform stability hindered innovation and the development of core product competencies.\n- Release Delays: Continuous issues during Quality Assurance and User Acceptance Testing Stages led to frequent release delays.\n\n## Why Linus Health Chose Temporal\n> Another alternative we considered before Temporal was Cadence, but it only offered Java and Go SDKs. We preferred Temporal for its support of Python, which our team already used extensively.\n\nLinus Health chose Temporal for several compelling reasons:\n- Workflow Orchestration: Temporal's state management  helps enforce the order of workflow steps, which is important because they care about the hierarchy of how these tests are structured and the order in which the steps are taken, especially from a patient perspective.\n- Open Source Advantage: Temporal's open-source licensing  and growing community provided a trusted solution. \n- Familiar Tools: Temporal supports Python and TypeScript, which are the primary languages used by Linus Health's development team.\n- Simplified Development: Temporal reduced the complexity of code, making it easier to manage and scale.\n\n## Benefits of Temporal for Linus Health\nSince adopting Temporal, Linus Health has experienced numerous benefits:\n- Improvement manageability: Temporal's  event history and event sourcing patterns provides better manageability for their systems over time.\n- Workflow Flexibility: Defining workflows as code with Temporal offers greater flexibility for the team.\n- Improved error handling: Temporal's retry logic ensures better error handling and management.\n- Time saved managing Temporal: Temporal Cloud allows Linus Health to offload cluster management, focusing only on self-hosted Workers.\n\nBy leveraging Temporal, Linus Health has streamlined its workflow management, allowing for greater innovation and efficiency in their healthcare solutions.\n",quote:"With our in-house solution, we had to account for various external pieces like queues and lambda functions. Temporal simplifies this process, making it more scalable and easier to use.",useCase:"Workflow orchestration",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2024-08-08",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Logikcull Achieves 5x Faster Development with Temporal",metaTitle:void 0,metaDescription:"Logikcull transformed its backend with Temporal, boosting e-discovery efficiency, scalability, and development speed through streamlined workflows and microservices.",industry:"High Tech",sdk:"TypeScript",companySize:"51-250",platform:"Self-Hosted",link:void 0,customerLogo:{title:"Logikcull logo",description:"White rectangular logo or placeholder on a light gray background",url:"https://images.ctfassets.net/0uuz8ydxyd9p/22XogEJyGq1RTKoNPAJQeS/d5680ddc4593ad79994881a6d0d1590f/logikcull-logo-white.png",aspectRatio:3.225806451612903},cardImage:void 0,imageScale:void 0,entityId:"3p8w2llwQPJpNMCTAwghO2",slug:"logikcull",content:"Logikcull, a leading e-discovery platform, transformed its backend architecture and improved development efficiency by adopting Temporal.\n\n## Challenges Before Using Temporal\nBefore implementing Temporal, Logikull faced significant backend architecture challenges:\n- Limited Observability: The team had some insight into queues and job processes but lacked a high-level overview of their entire pipeline.\n- Inconsistent Development: They needed a seamless and consistent way to build new services to enhance team efficiency.\n- Tooling Sprawl: Their backend relied on various tools and technologies, including a Ruby monolithic application using different background job processes like Sidekiq.\n- Transition to Microservices: Although they had started moving towards microservices, their monolithic codebase was tightly coupled, leading to a slowdown in their CI/CD pipeline.\n\n## Why Logikcull Chose Temporal\nLogikcull chose Temporal for several reasons:\n- User Interface and Metrics: Logikull appreciated Temporal's user interface and comprehensive metrics, which eliminated the need for internal tooling.\n- Scalable Services: Temporal allowed them to break components out of their pipeline into standalone services, enabling independent scaling.\n\n## Logikcull Use Cases for Temporal\n>Temporal Workflows have been integral to our feature development.\n\nLogikcull is using Temporal for two main use cases:\n- Audio Redaction Workflow: They needed a reliable workflow for audio file redactions, which Temporal handled seamlessly.\n- Improved Processing Pipeline: Temporal was used to update their document processing pipeline, moving a logical step earlier in the process. This improved the user experience by accurately representing document processing progress.\n\n## Benefits of Temporal for Logikcull\nSince adopting Temporal, Logikull has seen numerous benefits:\n- Faster Development: Working with Temporal has significantly increased their development speed compared to their monolithic codebase.\n- Reusable Patterns: Temporal helped establish foundational patterns, making development easier and more consistent.\n- Simplified Business Flows: Temporal simplified complex business flows, making them easier to understand and implement in code.\n\nLogikcull has streamlined its backend processes, enabling faster and more efficient development.\n",quote:"Temporal has been a perfect fit because it simplifies complex business flows and helps us think about them in a way that logically makes sense, which translates to our code as well.",useCase:"Date pipeline",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2024-08-08",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Omnistrate Improves Infrastructure Management with Temporal: From Complexity to Efficiency",metaTitle:"Omnistrate Improves Infrastructure Management with Temporal: From Complexity to Efficiency",metaDescription:"Discover how Omnistrate transformed its infrastructure management by adopting Temporal. Learn how they improved scalability, reduced maintenance overhead, and achieved ACID guarantees for reliable performance.",industry:"High Tech",sdk:void 0,companySize:"\u003C50",platform:"Cloud",link:void 0,customerLogo:{title:"Omnistrate Logo",description:"Logo placeholder with light gray rectangular shape on white background",url:"https://images.ctfassets.net/0uuz8ydxyd9p/5Tu7D1j5pbJ77H9UW9KvSZ/6e6455688dbe2bc1218b29fd67165c42/omnistrate-white-logo__1_.png",aspectRatio:4.1231884057971016},cardImage:void 0,imageScale:void 0,entityId:"klOi5FCm8fxYTwccyVJ8i",slug:"omnistrate",content:"Omnistrate, a leader in infrastructure management, faced significant challenges in ensuring compliance and reliability before adopting Temporal.\n## Challenges Before Using Temporal\n__Overcoming Infra Management Complexity with ACID Guarantees:__ The challenge with infrastructure management tools is the lack of ACID guarantees when handling shared infrastructure across tenants. By using Temporal, we leveraged its core capabilities to build a solution that provides ACID guarantees.\n\n> \"Managing infrastructure is one of the core tenets of what we do. Temporal allowed us to manage infrastructure in a way that boosts our reliability.\"\n\n## Why Omnistrate Chose Temporal\nOmnistrate chose Temporal for its developer-friendliness and operational efficiency, which surpassed other options. Temporal enabled the company to manage infrastructure at scale reliably.\n- Scalability and Reliability: Temporal allowed Omnistrate to manage infrastructure efficiently, enabling complex operations like provisioning, scaling, and monitoring.\n- Increased Developer Velocity: The easy-to-use SDKs and durable execution capabilities reduced the time spent on managing infrastructure, allowing for faster development.\n- Reduced Maintenance Overhead: Temporal simplified code management, making it easier to handle complex distributed systems and state management.\n\n> \"Temporal was the most developer-friendly and operationally efficient choice, allowing us to build and manage our systems seamlessly.\"\n## Benefits of Temporal for Omnistrate\nSince adopting Temporal, Omnistrate has achieved remarkable results:\n- Managed millions of Workflows at scale, all while maintaining a clean codebase.\n- Thousands of Workflows run daily across dozens of regions, ensuring consistent performance.\n- Extended Temporal to support mTLS for Workers in different security domains\n\nOmnistrate's use of Temporal has transformed its infrastructure management process, leading to greater efficiency and reliability.\n",quote:void 0,useCase:"Infrastructure Management",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2024-09-26",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Replit uses Temporal to power Replit Agent reliably at scale",metaTitle:"With Temporal, Replit boosted the reliability and scalability of Replit Agent",metaDescription:"Discover how Replit uses Temporal to power AI coding agents with reliable orchestration, seamless scalability, and zero major incidents. Build smarter with Temporal Cloud.",industry:"AI",sdk:"Python",companySize:"51-250",platform:"Cloud",link:void 0,customerLogo:{title:"Replit",description:"White logo or text on a light gray background, appearing faded or low contrast",url:"https://images.ctfassets.net/0uuz8ydxyd9p/3eHTw52U1PD6ctI5XsJyRy/40e042672c6ae046b623a4e4a65ad88c/replit.webp",aspectRatio:2.6237113402061856},cardImage:void 0,imageScale:void 0,entityId:"7LGngnURAGXnNgdHiVpUj1",slug:"replit-uses-temporal-to-power-replit-agent-reliably-at-scale",content:"## The Customer\nReplit is known as an industry leader in AI coding, although the company originally got its start selling a cloud integrated development environment (IDE) in 2016. They launched Replit Agent in 2024: an agent that automates software development, letting anyone build applications more easily. After a massive surge in adoption, Replit pivoted their business around the agent product. The company’s momentum continues to grow with the recent release of Agent 3.\n\n## The Challenge\n>It’s a pretty bad user experience to have the agent get super far into something and then hit a catastrophic error, and you lose everything and have to restart.\n\nReplit Agent was initially built with custom orchestration and reliability logic. After the product launched, the Platform team faced the tasks of cleaning up tech debt and improving system reliability. Two main challenges were:\n\n- __Orchestrating a control plane layer__. All agent processes must be tracked by a control plane layer that knows where the agents are running, ensures there’s only one agent process per user session, and handles agent failures. The control plane must also manage the same requirements for the cloud containers where the code is running, and support multiplayer coding. These are big distributed systems problems with many edge cases that require fine-tuning.\n- __Reliability__. The agent encountered common reliability challenges like running out of memory, model provider outages, tool calls failing, and so on. The team knew they needed something to supervise the agents and respond to reliability issues.\nThey decided to search for an off-the-shelf infrastructure technology or a primitive to address these challenges.\n\n## The Solution\n>We launched Replit Agent in September 2024, and in November we looked into Temporal. It took a couple of weeks to get pretty much the whole thing migrated onto Temporal. So it’s very easy to use, with a very good DevEx.\n\nAn engineer on Replit’s Platform Team had familiarity with Temporal from past work experience. He understood Temporal as a leader in the orchestration space, and evaluated the product to see how easy it was to use.\n\nHere’s what stood out to the team:\n- Quick to get a prototype live\n- Easy, intuitive Workflow interface that creates a good DevEx\n- SDKs are idiomatic, letting you use existing code and plug it into Workflows\n- Recovery from reliability issues like the agent crashing\n- Managed service (Temporal Cloud) with good SLA\n\n>I appreciate the SDKs tend to be idiomatic for the language. The Python SDK really excels at that. For example, you can use regular “async/await.” And so it was really easy to just take our existing code, and start plugging pieces of it into the Workflow and Activities, and to get something working end-to-end.\n\nThe Platform team built a prototype on Temporal. After seeing good results, they migrated the control plane layer of Replit Agent.\n\nTemporal solves Replit Agent’s orchestration challenges through the following architecture: Every Agent is its own [Temporal Workflow](https://docs.temporal.io/workflows). Workflow IDs are unique, so Temporal ensures there’s only one active Workflow at a time—and therefore only one agent process per user session. Temporal coordinates all the steps of the agent lifecycle, like spinning up the agent and turning it off.\n\nThe Workflows runs [Activities](https://docs.temporal.io/activities), which contain failure-prone, __non-deterministic logic__. Activities ensure this logic automatically recovers. With the [Workflow Updates](https://docs.temporal.io/encyclopedia/workflow-message-passing) feature, messages can be pushed into the Workflow that may include human-in-the-loop interactions. For example, Replit Agent can pause and wait for the user to accept a consent message, before the Workflow continues driving the agent.\n\n## The Results\n>Temporal gives us a lot more confidence to build the product and know that it’s not going to have lots of edge cases that lead to bad user experiences.\n\nWith Temporal, the Platform Team has improved Replit Agent’s orchestration and reliability, at increasingly high scale. They also cited additional unexpected benefits of adopting Temporal. For example, the team has more confidence to build great products, and they can move faster because non-infrastructure engineers don’t need to worry about plumbing.\n\nReplit Agent is just one of many use cases. The Platform team also uses Temporal for:\n- __Previews.__ Replit’s “Previews” feature lets you preview the application you’re building with Replit Agent. When the agent develops an app, it takes checkpoints (a snapshot of the app and the database at any given point in time). Temporal orchestrates this flow.\n- __Cloud services.__ Once a user has built an application with Replit Agent, they can deploy it and share it. Replit’s deployment product automatically builds a container image of the product and ships it to a cloud provider managed by Replit. This is a classic Temporal infrastructure management Workflow: Temporal orchestrates the build step, spins up the infra, deploys the service, etc., and then reports the status back to the user. Previously, Replit “hand-rolled” this flow using queues, but the manual process was challenging. With Temporal, they simply write the imperative code, and Temporal handles every step, coordinates long-running processes, and waits for user approval.\n- __Domain lifecycle.__ Replit’s platform also lets users purchase a website domain before deploying their application. Temporal orchestrates the full domain lifecycle, from purchasing to renewal to cancellation. Each domain lifecycle is its own Temporal Workflows, and [Schedules](https://docs.temporal.io/evaluate/development-production-features/schedules) are used to handle the proper timing.\n\nReplit started out using the Python SDK, and now they’ve adopted the Typescript and Go SDKs for the other use cases.\n\n>In the time we’ve used it, we haven’t had any major incidents that trace back to Temporal Cloud, which is great.\n\nAs hoped, the team hasn’t experienced any incidents while using Temporal Cloud. They also started using [Multi-Region Replication](https://docs.temporal.io/cloud/high-availability), a feature that replicates their primary Namespaces to a backup region. This feature allowed them to avoid an incident recently when there was a cloud provider degradation in their primary region.\n\n## The Takeaways\n>We’ve been able to scale up, and Temporal has never been the bottleneck. The agent has massively increased in its usage, and not having to rebuild our entire orchestration engine is great.\n\nReplit Agent is a game-changer for application development. With Temporal, the Replit Platform Team can provide users with the experience they deserve, and do so with confidence.\n\n__Looking to build reliable, scalable agents like Replit? Start today with a free trial of [Temporal Cloud](https://temporal.io/cloud) and $1,000 in credits.__",quote:"I think having something like Temporal’s Durable Execution is going to become table stakes for building reliable agents, especially long-lived agents",useCase:"Agents & Infra",presenters:[],videoEmbed:void 0,relatedResources:void 0,publishDate:"2025-09-15",year:void 0,contentType:"resource",marketoForm:void 0,promoCard:void 0},{type:"Case Study",title:"Lindy boosts reliability and observability of AI agents with Temporal Cloud",metaTitle:"Lindy Boosts Reliability and Observability of AI Agents with Temporal Cloud",metaDescription:"Learn how Lindy.ai used Temporal to keep their agentic AI sharp and accurate.",industry:"AI",sdk:"TypeScript",companySize:"\u003C50",platform:"Cloud",link:void 0,customerLogo:{title:"Lindy-svg-white",description:"Lindy-svg-white",url:"https://images.ctfassets.net/0uuz8ydxyd9p/6GjEXfoGJCbxqzuIpGPhCw/db029a58cf9c1e909903041225d16bdd/Lindy-svg-white.svg",aspectRatio:3.4512820512820515},cardImage:void 0,imageScale:void 0,entityId:"2MCXCzIyYwsDGHBlZblUlz",slug:"lindy-reliability-observability-ai-agents-temporal-cloud",content:"Lindy is an AI agent orchestration platform designed to help businesses create, manage and share agents. Customers use Lindy to handle tasks across sales, support, operations, and executive workflows, such as meeting scheduling, outreach automation, and knowledge management.\n\nTo power these advanced agent-based experiences, Lindy needed a reliable execution layer that could support long-running, complex workflows with deep third-party integrations.\n## The challenge\nBefore adopting Temporal, Lindy’s engineers relied on a queue-based system (BullMQ) and various in-house fixes to manage background work. But this stack lacked durability and consistency. With third-party APIs prone to timeouts or outages, and infrastructure challenges like pod shutdowns, Lindy agents would often fail silently or unpredictably. The result: missed automations and reduced customer trust.\n## Why Temporal\nLindy chose [Temporal Cloud](https://temporal.io/cloud) after considering options like PubSub, Kafka, and Airflow. Temporal’s open-source foundation, strong task observability, and production-grade durability made it stand out.\n\n> “We heard great things from other teams,” said [Scheidegger](https://www.linkedin.com/in/luiz-fernando-scheidegger/). “We needed something developer-friendly and operationally efficient, and Temporal was it.”\n\nBecause Lindy is a lean team, they opted for Temporal Cloud to avoid the overhead of managing their own deployment.\n## The solution\nLindy uses Temporal to orchestrate the core execution of its AI agents. Each agent wake-up, API call, or LLM interaction is modeled as a [Temporal Workflow](https://docs.temporal.io/workflows). This approach gives engineers fine-grained control over failures, retries, and time-based triggers.\n\nWith Temporal:\n- Workflows span LLM calls, API integrations, and internal systems\n- Agents are fully observable and recoverable\n> \"Without Temporal, our agents would be fragile. Now, we have the primitives and visibility to build robust automation,\" Scheidegger noted.\n\n## Results\nAdopting Temporal has made Lindy’s AI platform more reliable and scalable, unlocking measurable improvements:\n- 2.5M Temporal actions processed daily\n- Better visibility into agent execution paths\n- Fewer silent failures and more recoverable automations\n- Stronger customer trust and improved platform perception\n\nAs [Lindy](https://www.lindy.ai/) continues to grow, Temporal provides the foundation to confidently scale agent behavior across new domains and use cases.",quote:"“We rolled out a complex in-house system just to deal with execution failure. 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Temporal ensures work gets done right.\u003C/p>",entityId:"6CZ3E08KOZHHfokW5MN7S5"},{source:"SHAHAR ZIV",sourceAvatar:void 0,title:"CTO",company:"Pay.com",companyLogo:{title:"paydotcom",description:"paydotcom",url:"https://images.ctfassets.net/0uuz8ydxyd9p/2ilamhIu9vZyiracqRWj6r/5557a316100b7b1f9fb9d41011d80290/Pay.com-Secondary-rectangle.svg",aspectRatio:2.1782178217821784},imageScale:void 0,quote:"\u003Cp>We wouldn’t have been able to build Pay.com as fast as we did without Temporal. It is a better, more simple way to develop complex systems.\u003C/p>",entityId:"AkniHzrG2bhKV57qAWzoG"}],callsToAction:[],bordered:false,background:"customer-hype-rainbow",backgroundImage:void 0,layout:"rows",contentType:"noise",entityId:"4Ryu6rBFgGW7cjXCN5LR0E",slim:false},{eyebrow:void 0,heading:"A commitment to your success",body:"\u003Cp>Temporal is a startup, too. We believe moving fast and delivering reliable systems are critical elements of success. As part of Temporal Cloud for Startups, our team is here to support you on your journey.\u003C/p>",cards:[{heading:"Technical onboarding",contentMarkdown:"\u003Cp>Get you up and running quickly on your Cloud namespace\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"aXZdQgL3q0wz81lfVyWkP",callToAction:void 0},{heading:"Design reviews",contentMarkdown:"\u003Cp>Inspect and optimize your Temporal code\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"2ClThkEwd5yrqctFLPiYLb",callToAction:void 0},{heading:"Production readiness",contentMarkdown:"\u003Cp>Ensure you are ready to go live at the right scale\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"1S8AVzo9XFXGaB9jORGkJB",callToAction:void 0},{heading:"Worker tuning",contentMarkdown:"\u003Cp>Identify performance optimizations through worker tuning\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"2bKUgZsCKWQnUTvHoA0CH8",callToAction:void 0}],callsToAction:[],layout:"rows",contentType:"cardHero",entityId:"4vCxc1gIyzfO5UF9tWkKmD",anchor:void 0,blogPosts:void 0,people:void 0,background:"stars"},{eyebrow:void 0,heading:"Are you a VC or incubator?",body:"",bodyMarkdown:"",image:{title:"window-rocks-circle-graphic",description:"Browser window with data table and cursor pointer surrounded by floating geometric shapes on purple gradient background",url:"https://images.ctfassets.net/0uuz8ydxyd9p/1TC6rarbCV4FbEeFf6mYz7/5a92c3572e0104910d03774adcc2c428/window-rocks-circle-graphic.png",aspectRatio:1.5614406779661016},imageScale:void 0,codeBlock:void 0,callsToAction:[{text:"Get in touch",href:"mailto:incubator@temporal.io",variant:"primary",leadingIcon:"envelope",trailingIcon:null,entityId:"3tdu0Zzi7gsz0CK5YJp9Bp",size:"regular",theme:"ultraviolet"}],background:"none",reverse:false,imageZoom:false,imageBorder:false,miniCards:void 0,entityId:"5iSWkxn57vel8k03dR2hwj",testimonial:void 0,card:void 0,anchor:void 0,logos:void 0,ossCallToAction:false,marketoForm:void 0,contentType:"contentBlock",video:void 0},{eyebrow:void 0,heading:void 0,body:void 0,cards:[{heading:"Extend the runway of your portfolio companies",contentMarkdown:"\u003Cp>Temporal provides competitive advantage to your portfolio companies as it allows them to deliver more reliable software, faster. With Temporal, your founders can stay focused on building a great product and a solid company.\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"7s0HqwtgdRdLB57q1kT4TG",callToAction:void 0},{heading:"Provide your portfolio companies with sound tech advice",contentMarkdown:"\u003Cp>Our team is comprised of some of the brightest in modern distributed systems, and we spend time with your companies to help them deploy Temporal and implement distributed systems best practices.\u003C/p>",icon:null,theme:"ultraviolet",iconVariant:"default",linkText:void 0,link:void 0,image:void 0,imageScale:void 0,entityId:"5BzwmVi4zYUnyAkvQ6xqWb",callToAction:void 0}],callsToAction:[],layout:"rows",contentType:"cardHero",entityId:"5oFQPGJg99cN91sjHITnvf",anchor:void 0,blogPosts:void 0,people:void 0,background:"black"},{title:void 0,eyebrow:void 0,background:"dark",display:"scrolling",logos:[{title:"python-logo",description:"python-logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/6ElNgB8zedqOuW01jz0XwN/cf51c4e63efadccac5e0aabf7b1f50b8/python-logo.svg",aspectRatio:.993421052631579},{title:"typescript logo",description:"typescript logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/71facpa7NUWlvOp8im2yO2/dfdf72a90ad814ff31f1bb4ad76d49de/typescript_logo.svg",aspectRatio:1},{title:"Java Logo",description:"Java Logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/4VDl6PWweTqpNd7oio0CyL/8906dc2a07bc55bd4858559ab2e68bf5/Java_Logo.svg",aspectRatio:.5435897435897435},{title:"php logo",description:"php logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/7ykQMRLbChwoMhjRCOVFjr/dcdb159d8c98cc66b35b26ceb7a10129/php_logo.svg",aspectRatio:1.900990099009901},{title:"Go Logo",description:"Go Logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/2CH2SVdkEd6oUCHVnALoXV/27cc5244e88ae6731472e5c521f50d3a/Go_Logo.svg",aspectRatio:2.67},{title:"dotnet logo",description:"dotnet logo",url:"https://images.ctfassets.net/0uuz8ydxyd9p/2gRBK96YzrJmWNay51ZB1Y/4b4c943c5896768b3efc51cfa8f7e468/dotnet-Logo.svg",aspectRatio:1.0066666666666666}],contentType:"logoGroup",entityId:"5E9RQapsryB8oyFvfmN5fG"},{title:"Frequently Asked Questions",content:void 0,questionsAndAnswers:[{question:"Who is eligible for Temporal Cloud for Startups?",answer:"\u003Cp>Startups must have raised funding to be eligible. The amount of funding must be $30M or less, and you must have raised it within the last 3 years. Startups must have a Temporal Cloud account where you have run your first Workflow. \u003C/p>",entityId:"6Yb4Pyy82RZon0PGlLcVtR",contentType:"questionAndAnswer"},{question:"How do I apply for the program?",answer:"\u003Cp>Apply to \u003Ca href=\"/startup/apply\">join the Startup Program here\u003C/a> and set up your Temporal Cloud account.\u003C/p>",entityId:"7FGIxXqC5ksD6oTXwOcyha",contentType:"questionAndAnswer"},{question:"What happens when I get approved for the program?",answer:"\u003Cp>We will credit your account with the $6,000 credit and will reach out to you to set up an onboarding and welcome call.\u003C/p>",entityId:"7cHiFOzOxp9xDylyYcgGuF",contentType:"questionAndAnswer"},{question:"How much usage will $6,000 provide for my application?",answer:"\u003Cp>It depends on your use case, but $6,000 of credits could provide you with up to 10 - 12 months of usage.\u003C/p>",entityId:"7vA93BhH1Cx5QfUt16FDGz",contentType:"questionAndAnswer"},{question:"What happens when I use all my credits?",answer:"\u003Cp>Once you consume all of your credits, Temporal will start billing you on a monthly basis for your usage and services moving forward. \u003Ca href=\"https://temporal.io/pricing\">Learn more about pricing\u003C/a>.\u003C/p>",entityId:"3sgXwsR8WVt64SFcdhzCa5",contentType:"questionAndAnswer"},{question:"Can I migrate if I'm already using Temporal (self-hosted)?",answer:"\u003Cp>Absolutely! We can take it a step further and help you migrate. Mention this to us in your initial call, and we&#39;ll be sure to flag that for the appropriate team.\u003C/p>",entityId:"4gtN0D2dgFCrmWDGl4senD",contentType:"questionAndAnswer"},{question:"Can I transfer these credits to another company?",answer:"\u003Cp>No, credits are not transferable. Please have the other company apply through the program for credit consideration.\u003C/p>",entityId:"2pMf1FYVFs7rPqrcP1Z7Kv",contentType:"questionAndAnswer"},{question:"I'm part of an educational institution. Can I apply for the program?",answer:"\u003Cp>We offer credits and support if you&#39;re an educator, faculty member, or researcher at an accredited educational institution (high schools, junior colleges, colleges, universities, and technical schools). Reach out to us at \u003Ca href=\"mailto:incubator@temporal.io\">incubator@temporal.io\u003C/a> for more information and to apply.\u003C/p>",entityId:"4ji4d2j8yhuCQSrCd35JnG",contentType:"questionAndAnswer"},{question:"Am I eligible for the program if I'm already using Temporal Cloud?",answer:"\u003Cp>Yes.\u003C/p>",entityId:"Ng7wVPodFsDjDUOTi4Si5",contentType:"questionAndAnswer"},{question:"I have more questions; who should I talk to?",answer:"\u003Cp> We&#39;d love to hear from you! Send us an email to: \u003Ca href=\"mailto:incubator@temporal.io\">incubator@temporal.io\u003C/a>.\u003C/p>",entityId:"3FFdo1UagjgmeM7vK4ei16",contentType:"questionAndAnswer"}],events:[],promoCard:void 0,contentType:"list",entityId:"2FtjsHxB820MekRUasaxjp"}],background:void 0,contentType:"webPage",socialCard:void 0,showMenu:void 0},exposedVariants:{},hasExperiments:false},uses:{params:["slug"]}}}({},{},{},{},{},Array(2),Array(3),{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{},{})),{type:"data",data:null,uses:{params:["slug"],parent:1}}],
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