Files
nexus/sreweekly/articles/362/02-taking-the-fear-out-of-migrations.html
2026-09-12 17:23:01 +08:00

26 lines
237 KiB
HTML
Raw Blame History

This file contains invisible Unicode characters
This file contains invisible Unicode characters that are indistinguishable to humans but may be processed differently by a computer. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
<!DOCTYPE html><html data-dpl-id="dpl_BBRoCePwqZvFD5t2NWjeL4RH9mwm" lang="en" data-scroll-behavior="smooth" class="geist_mono_54069fc3-module__PcBEcq__variable kalam_48bfd9a2-module__JSifUG__variable stkbureausans_1e54e897-module__zxjcxa__variable stkbureauserif_2525014a-module__zkXytW__variable stkbureauserifdeferred_742a2474-module__ukGqna__variable pixelify_sans_81b7d097-module__1Rm0Lq__variable scroll-smooth"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/immutable/media/stkbureau_serif_book-s.p.0_js8gy1zifgl.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" as="image" imageSrcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=60&amp;q=75 60w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=64&amp;q=75 64w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=96&amp;q=75 96w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 128w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 256w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=384&amp;q=75 384w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=640&amp;q=75 640w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=750&amp;q=75 750w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=828&amp;q=75 828w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1080&amp;q=75 1080w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1200&amp;q=75 1200w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75 1920w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=2048&amp;q=75 2048w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 3840w" imageSizes="100vw"/><link rel="stylesheet" href="/_next/static/immutable/chunks/1wus27ic5fsbj.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/immutable/chunks/0ok2xz0peykn3.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/immutable/chunks/3_pcvzakx73f_.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/immutable/chunks/1f8tzf816i32j.js"/><script src="/_next/static/immutable/chunks/17il0mq9qt26b.js" async=""></script><script src="/_next/static/immutable/chunks/07v142o5owpy6.js" async=""></script><script src="/_next/static/immutable/chunks/1eat_vqbhn7ur.js" async=""></script><script src="/_next/static/immutable/chunks/16wtr1pupryzq.js" async=""></script><script src="/_next/static/immutable/chunks/turbopack-1yl6v3yt8k5c5.js" async=""></script><script src="/_next/static/immutable/chunks/0esgme6slw2os.js" async=""></script><script src="/_next/static/immutable/chunks/0-l0sxraekmer.js" async=""></script><script src="/_next/static/immutable/chunks/1vj2-813oq6tg.js" async=""></script><script src="/_next/static/immutable/chunks/1vvlruwewhgbt.js" async=""></script><script src="/_next/static/immutable/chunks/27fxx2z424byj.js" async=""></script><script src="/_next/static/immutable/chunks/3c4tjp_3gm_rj.js" async=""></script><script src="/_next/static/immutable/chunks/3toyqodzjr-9d.js" async=""></script><script src="/_next/static/immutable/chunks/2hdxyct5upc3z.js" async=""></script><script src="/_next/static/immutable/chunks/1ah2s79s4e7mm.js" async=""></script><script src="/_next/static/immutable/chunks/24dbkag80ciqd.js" async=""></script><script src="/_next/static/immutable/chunks/34-yxyyt1i1n8.js" async=""></script><script src="/_next/static/immutable/chunks/1zi8qxi1p_fsn.js" async=""></script><script src="/_next/static/immutable/chunks/2eophjajue3_e.js" async=""></script><script src="/_next/static/immutable/chunks/3d48p4uv87yqq.js" async=""></script><script src="/_next/static/immutable/chunks/2y03n43y-fjfs.js" async=""></script><script src="/_next/static/immutable/chunks/39pfb5kk8her1.js" async=""></script><script src="/_next/static/immutable/chunks/3qz9rwp_7jbnb.js" async=""></script><script src="/_next/static/immutable/chunks/1my_9vnng6gxj.js" async=""></script><script src="/_next/static/immutable/chunks/040yti440pn1b.js" async=""></script><script src="/_next/static/immutable/chunks/0v4j5g1ppvtg_.js" async=""></script><script src="/_next/static/immutable/chunks/3buml8s4fdaii.js" async=""></script><script src="/_next/static/immutable/chunks/2_frah5pspzdw.js" async=""></script><script src="/_next/static/immutable/chunks/1mcb8cvy5_n5b.js" async=""></script><script src="/_next/static/immutable/chunks/132szer1wwfxa.js" async=""></script><script src="/_next/static/immutable/chunks/2jjhnej_crwty.js" async=""></script><script src="/_next/static/immutable/chunks/19t-07qzgwjic.js" async=""></script><script src="/_next/static/immutable/chunks/1wpznbhwql3dd.js" async=""></script><script src="/_next/static/immutable/chunks/20izjjpsu0ag8.js" async=""></script><link rel="preload" href="https://embeds.iubenda.com/widgets/9d001c02-6db6-11ee-8bfc-5ad8d8c564c0.js" as="script"/><meta name="next-size-adjust" content=""/><meta http-equiv="x-ua-compatible" content="ie=edge"/><link rel="alternate" type="application/rss+xml" title="Blog" href="https://incident.io/blog.xml"/><link rel="alternate" type="application/rss+xml" title="Changelog" href="https://incident.io/changelog.xml"/><link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon.png"/><link rel="icon" type="image/png" sizes="32x32" href="/favicon-32x32.png"/><link rel="icon" type="image/png" sizes="16x16" href="/favicon-16x16.png"/><title>Taking the fear out of migrations | Blog | incident.io</title><meta name="description" content="Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe"/><meta name="keywords" content="incident,incident management,incident response,post mortem,outage,slack incident,incident channel"/><meta name="slack-app-id" content="A01DEGPUHHC"/><link rel="canonical" href="https://incident.io/blog/how-we-run-migrations"/><link rel="alternate" type="text/markdown" href="https://incident.io/blog/how-we-run-migrations.md"/><meta property="og:title" content="Taking the fear out of migrations | Blog | incident.io"/><meta property="og:description" content="Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe"/><meta property="og:image" content="https://incident.io/socialcard/blog/how-we-run-migrations?1759428415000"/><meta property="og:image:width" content="1200"/><meta property="og:image:height" content="628"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@incident_io"/><meta name="twitter:creator" content="@incident_io"/><meta name="twitter:title" content="Taking the fear out of migrations | Blog"/><meta name="twitter:description" content="Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe"/><meta name="twitter:image" content="https://incident.io/socialcard/blog/how-we-run-migrations?1759428415000"/><meta name="twitter:image:width" content="1200"/><meta name="twitter:image:height" content="628"/><link rel="icon" href="/icons/icon-48x48.png"/><link rel="apple-touch-icon" href="/icons/icon-48x48.png" sizes="48x48"/><link rel="apple-touch-icon" href="/icons/icon-72x72.png" sizes="72x72"/><link rel="apple-touch-icon" href="/icons/icon-96x96.png" sizes="96x96"/><link rel="apple-touch-icon" href="/icons/icon-144x144.png" sizes="144x144"/><link rel="apple-touch-icon" href="/icons/icon-192x192.png" sizes="192x192"/><link rel="apple-touch-icon" href="/icons/icon-256x256.png" sizes="256x256"/><link rel="apple-touch-icon" href="/icons/icon-384x384.png" sizes="384x384"/><link rel="apple-touch-icon" href="/icons/icon-512x512.png" sizes="512x512"/><script src="/_next/static/immutable/chunks/0c0hxoamwjsbw.js" noModule=""></script></head><body><div hidden=""><!--$--><!--/$--></div><script type="application/ld+json" id="organization-jsonld-Organization">{"@context":"https://schema.org","@type":"Organization","name":"incident.io","url":"https://incident.io","logo":"https://incident.io/icons/icon-512x512.png","sameAs":["https://x.com/incident_io","https://www.linkedin.com/company/incident-io","https://www.youtube.com/@incident-io","https://bsky.app/profile/incident.io"]}</script><!--$--><!--/$--><script type="application/ld+json" id="article-jsonld-BlogPosting">{"@context":"https://schema.org","@type":"BlogPosting","headline":"Taking the fear out of migrations","url":"https://incident.io/blog/how-we-run-migrations","author":[{"@type":"Person","name":"Lisa Karlin Curtis"}],"datePublished":"2023-02-28T00:00:00.000Z","dateModified":"2023-02-28T00:00:00.000Z","image":["https://cdn.sanity.io/images/oqy5aexb/production/ab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png?w=2000&fit=max&auto=format"],"publisher":{"@type":"Organization","name":"incident.io","url":"https://incident.io"},"description":"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe"}</script><nav class="h-20 sticky top-0 w-full z-[100]"><div class="lg:hidden fixed top-0 bg-white text-slate-900 overflow-y-auto overscroll-contain left-0 w-full h-[100dvh] flex flex-col z-[100] pb-6 transition-transform duration-200 ease-out translate-x-full pointer-events-none"><div class="bg-white"><div class="h-20 mx-auto" data-mobile-menu-open="false"><div class="relative flex justify-between h-full z-[99]"><div class="max-w-[1512px] mx-auto px-5 flex-1 flex items-center justify-between"><div class="flex-shrink-0 flex items-center relative transition z-[1]"><a class="transition hover:opacity-80 relative top-[-8px]" href="/"><span class="sr-only">incident.io</span><div class="w-[130px] h-[32px]"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 1000 248" class="h-8 w-auto absolute inset-0 dark:opacity-0 [[data-mobile-menu-open=true]_&amp;]:opacity-100"><g clip-path="url(#workmark__black_svg__a)"><g clip-path="url(#workmark__black_svg__b)"><path fill="#F25533" fill-rule="evenodd" d="M48.803 140.978v23.429C20.788 157.71 0 133.023 0 103.594 0 86.626 7.168 73.165 18.131 59.96 27.222 49.01 49.67 20.01 56.735 4.009c1.716-3.885 6.09-3.735 7.976-1.647 6.033 6.677 13.47 21.26 15.902 37.802.496 3.37.7 6.123.862 8.309.348 4.691.502 6.777 2.93 6.777 3.816 0 6.313-5.795 6.861-11.776.352-3.833 4.148-5.115 6.765-3.833 12.59 6.17 25.437 35.537 28.543 49.949.974 4.52 1.609 9.19 1.609 14.004 0 29.363-20.695 54.006-48.616 60.768v-23.384zm15.289-9.338c9.845 0 17.826-7.567 17.826-16.901 0-14.888-10.959-25.526-16.42-28.76-.369-.218-.553-.328-1.055-.314-.367.01-.91.24-1.172.498-.358.351-.453.752-.643 1.552-.968 4.078-4.015 6.986-7.222 10.045-4.42 4.217-9.141 8.723-9.141 16.979 0 9.334 7.981 16.901 17.827 16.901" clip-rule="evenodd"></path><path fill="#000" d="M158.057 138.153c-13.535 0-23.788 4.919-29.325 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.347-42.427M262.641 246.373c20.097 0 37.527-10.454 46.346-26.44l-26.864-15.372c-3.281 7.173-10.869 11.477-19.892 11.477-13.329 0-23.172-9.632-23.172-23.775s9.843-23.775 23.172-23.775c9.023 0 16.406 4.303 19.892 11.477l26.864-15.577c-8.819-15.782-26.454-26.235-46.346-26.235-31.169 0-54.342 23.571-54.342 54.11s23.173 54.11 54.342 54.11M332.645 132.005c10.047 0 18.456-8.404 18.456-18.448 0-10.042-8.409-18.446-18.456-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.38 111.498h30.76v-102.48h-30.76zM440.871 100.031v50.625c-6.767-7.788-16.815-12.503-30.555-12.503-26.863 0-49.01 23.571-49.01 54.11s22.147 54.11 49.01 54.11c13.74 0 23.788-4.714 30.555-12.503v9.634h30.76V100.031zm-24.402 117.238c-14.15 0-24.403-9.634-24.403-25.006s10.253-25.005 24.403-25.005 24.402 9.633 24.402 25.005-10.253 25.006-24.402 25.006M517.576 204.561h72.799q1.23-5.841 1.23-12.298c0-30.949-22.147-54.11-52.086-54.11-32.401 0-54.548 23.571-54.548 54.11s21.736 54.11 56.803 54.11c19.482 0 34.656-7.174 44.705-21.111l-24.609-14.143c-4.101 4.509-11.278 7.789-19.686 7.789-11.278 0-20.711-3.69-24.608-14.347m-.615-22.956c2.871-10.453 10.663-16.192 22.352-16.192 9.228 0 18.456 4.304 21.737 16.192zM665.034 138.153c-13.534 0-23.787 4.919-29.324 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.348-42.427M780.49 170.537v-29.514h-21.123v-28.695l-30.759 9.224v19.471h-16.407v29.514h16.407v36.278c0 28.695 11.689 40.787 51.882 36.688v-27.875c-13.535.82-21.123 0-21.123-8.813v-36.278zM813.237 246.373c10.663 0 19.48-8.813 19.48-19.472 0-10.657-8.817-19.471-19.48-19.471s-19.482 8.814-19.482 19.471c0 10.659 8.818 19.472 19.482 19.472M862.014 132.005c10.047 0 18.455-8.404 18.455-18.448 0-10.042-8.408-18.446-18.455-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.381 111.498h30.761v-102.48h-30.761zM945.017 246.373c30.144 0 54.343-23.571 54.343-54.11s-24.199-54.11-54.343-54.11-54.342 23.571-54.342 54.11 24.197 54.11 54.342 54.11m0-29.925c-13.329 0-23.582-9.633-23.582-24.185 0-14.553 10.253-24.185 23.582-24.185s23.583 9.632 23.583 24.185-10.253 24.185-23.583 24.185M48.804 243.508h30.76v-78.701s-30.76 5.525-30.76 34.995z"></path></g></g><defs><clipPath id="workmark__black_svg__a"><path fill="#fff" d="M0 0h1000v248H0z"></path></clipPath><clipPath id="workmark__black_svg__b"><path fill="#fff" d="M0 .91h1000v246.18H0z"></path></clipPath></defs></svg><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 1000 248" class="h-8 w-auto absolute inset-0 opacity-0 dark:opacity-100 [[data-mobile-menu-open=true]_&amp;]:opacity-0"><g fill="#fff" clip-path="url(#workmark__fullwhite_svg__a)"><path fill-rule="evenodd" d="M48.803 140.978v23.429C20.788 157.71 0 133.023 0 103.594 0 86.626 7.168 73.165 18.131 59.96 27.222 49.01 49.67 20.01 56.735 4.009c1.716-3.885 6.09-3.735 7.976-1.647 6.033 6.677 13.47 21.26 15.902 37.802.496 3.37.7 6.123.862 8.309.348 4.691.502 6.777 2.93 6.777 3.816 0 6.313-5.795 6.861-11.776.352-3.833 4.148-5.115 6.765-3.833 12.59 6.17 25.437 35.537 28.543 49.949.974 4.52 1.609 9.19 1.609 14.004 0 29.363-20.695 54.006-48.616 60.768v-23.384zm15.289-9.338c9.845 0 17.826-7.567 17.826-16.901 0-14.888-10.959-25.526-16.42-28.76-.369-.218-.553-.328-1.055-.314-.367.01-.91.24-1.172.498-.358.351-.453.752-.643 1.552-.968 4.078-4.015 6.986-7.222 10.045-4.42 4.217-9.141 8.723-9.141 16.979 0 9.334 7.981 16.901 17.827 16.901" clip-rule="evenodd"></path><path d="M158.057 138.153c-13.535 0-23.788 4.919-29.325 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.347-42.427M262.641 246.373c20.097 0 37.527-10.454 46.346-26.44l-26.864-15.372c-3.281 7.173-10.869 11.477-19.892 11.477-13.329 0-23.172-9.632-23.172-23.775s9.843-23.775 23.172-23.775c9.023 0 16.406 4.303 19.892 11.477l26.864-15.577c-8.819-15.782-26.454-26.235-46.346-26.235-31.169 0-54.342 23.571-54.342 54.11s23.173 54.11 54.342 54.11M332.645 132.005c10.047 0 18.456-8.404 18.456-18.448 0-10.042-8.409-18.446-18.456-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.38 111.498h30.76v-102.48h-30.76zM440.871 100.031v50.625c-6.767-7.788-16.815-12.503-30.555-12.503-26.863 0-49.01 23.571-49.01 54.11s22.147 54.11 49.01 54.11c13.74 0 23.788-4.714 30.555-12.503v9.634h30.76V100.031zm-24.402 117.238c-14.15 0-24.403-9.634-24.403-25.006s10.253-25.005 24.403-25.005 24.402 9.633 24.402 25.005-10.253 25.006-24.402 25.006M517.576 204.561h72.799q1.23-5.841 1.23-12.298c0-30.949-22.147-54.11-52.086-54.11-32.401 0-54.548 23.571-54.548 54.11s21.736 54.11 56.803 54.11c19.482 0 34.656-7.174 44.705-21.111l-24.609-14.143c-4.101 4.509-11.278 7.789-19.686 7.789-11.278 0-20.711-3.69-24.608-14.347m-.615-22.956c2.871-10.453 10.663-16.192 22.352-16.192 9.228 0 18.456 4.304 21.737 16.192zM665.034 138.153c-13.534 0-23.787 4.919-29.324 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.348-42.427M780.49 170.537v-29.514h-21.123v-28.695l-30.759 9.224v19.471h-16.407v29.514h16.407v36.278c0 28.695 11.689 40.787 51.882 36.688v-27.875c-13.535.82-21.123 0-21.123-8.813v-36.278zM813.237 246.373c10.663 0 19.48-8.813 19.48-19.472 0-10.657-8.817-19.471-19.48-19.471s-19.482 8.814-19.482 19.471c0 10.659 8.818 19.472 19.482 19.472M862.014 132.005c10.047 0 18.455-8.404 18.455-18.448 0-10.042-8.408-18.446-18.455-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.381 111.498h30.761v-102.48h-30.761zM945.017 246.373c30.144 0 54.343-23.571 54.343-54.11s-24.199-54.11-54.343-54.11-54.342 23.571-54.342 54.11 24.197 54.11 54.342 54.11m0-29.925c-13.329 0-23.582-9.633-23.582-24.185 0-14.553 10.253-24.185 23.582-24.185s23.583 9.632 23.583 24.185-10.253 24.185-23.583 24.185M48.804 243.508h30.76v-78.701s-30.76 5.525-30.76 34.995z"></path></g><defs><clipPath id="workmark__fullwhite_svg__a"><path fill="#fff" d="M0 .91h1000v246.18H0z"></path></clipPath></defs></svg></div></a><div class="border border-stroke-primary bg-white rounded-lg shadow-lg p-1 flex flex-col gap-1 absolute top-full mt-2 left-0 z-50 w-[250px] transition-opacity duration-200 opacity-0 pointer-events-none"><div class="p-2 pt-1 text-body-xs-emphasis border-b border-stroke-primary">Brand Assets</div><div class="flex flex-col gap-1 text-body-xs text-content-secondary"><a href="/brand/resources/incidentio-brand-pngs.zip" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 16 16" class="shrink-0 size-4 text-content-primary"><path fill="#fff" d="M2.8 1.6A1.6 1.6 0 0 1 4.4 0h6.4c.127 0 .25.05.34.141l4.318 4.318c.09.09.141.213.141.341v9.6A1.6 1.6 0 0 1 14 16H4.4a1.6 1.6 0 0 1-1.6-1.6z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M4.399.3h6.4c.049 0 .095.02.13.054l4.317 4.317c.034.034.053.08.053.129v9.6a1.3 1.3 0 0 1-1.3 1.3H4.4a1.3 1.3 0 0 1-1.3-1.3V1.6a1.3 1.3 0 0 1 1.3-1.3Z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M10.8.2v3a1.6 1.6 0 0 0 1.6 1.6h3"></path><rect width="11.4" height="6.6" x="0.3" y="7.1" fill="#F25533" rx="0.8"></rect><path fill="#fff" d="M1.966 11.9V8.99h1.147q.332 0 .564.127.234.126.355.348.124.222.124.512t-.125.511a.86.86 0 0 1-.362.345 1.2 1.2 0 0 1-.571.124h-.732v-.493h.632a.6.6 0 0 0 .293-.061.4.4 0 0 0 .173-.172.54.54 0 0 0 .059-.254q0-.145-.059-.253a.4.4 0 0 0-.173-.17.63.63 0 0 0-.295-.06H2.58V11.9zm5.023-2.91v2.91h-.531l-1.266-1.831H5.17V11.9h-.615V8.99h.54l1.255 1.83h.026V8.99zm2.437.941a.6.6 0 0 0-.084-.183.567.567 0 0 0-.308-.223.8.8 0 0 0-.217-.03.7.7 0 0 0-.392.111.73.73 0 0 0-.262.322 1.3 1.3 0 0 0-.094.515q0 .303.093.517.091.213.261.325.17.11.4.11a.8.8 0 0 0 .356-.073.53.53 0 0 0 .227-.212.63.63 0 0 0 .08-.322l.125.018h-.75v-.463h1.217v.367q0 .383-.162.659a1.1 1.1 0 0 1-.446.423 1.4 1.4 0 0 1-.65.148q-.41 0-.72-.18a1.25 1.25 0 0 1-.482-.516 1.7 1.7 0 0 1-.172-.796q0-.354.102-.63.104-.279.29-.472.186-.194.433-.294t.536-.1q.246 0 .46.072.213.07.378.201a1.1 1.1 0 0 1 .406.706z"></path></svg><div class="grow">Download .PNG logos</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/brand/resources/incidentio-brand-svgs.zip" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 16 16" class="shrink-0 size-4 text-content-primary"><path fill="#fff" d="M2.8 1.6A1.6 1.6 0 0 1 4.4 0h6.4c.128 0 .251.05.342.141l4.317 4.318c.09.09.141.213.141.341v9.6A1.6 1.6 0 0 1 14 16H4.4a1.6 1.6 0 0 1-1.6-1.6z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M4.4.3h6.4q.076.002.13.054l4.317 4.317c.034.034.053.08.053.129v9.6a1.3 1.3 0 0 1-1.3 1.3H4.4a1.3 1.3 0 0 1-1.3-1.3V1.6A1.3 1.3 0 0 1 4.4.3Z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M10.8.2v3a1.6 1.6 0 0 0 1.6 1.6h3"></path><rect width="11.4" height="6.6" x="0.299" y="7.1" fill="#F25533" rx="0.8"></rect><path fill="#fff" d="M3.584 9.828a.36.36 0 0 0-.146-.267.58.58 0 0 0-.35-.096.7.7 0 0 0-.255.043.36.36 0 0 0-.16.115.28.28 0 0 0-.053.168.24.24 0 0 0 .032.136.34.34 0 0 0 .101.1.8.8 0 0 0 .148.073q.084.03.179.051l.261.063q.19.042.35.114.16.07.275.174a.73.73 0 0 1 .248.567.8.8 0 0 1-.137.463.87.87 0 0 1-.386.303q-.252.106-.607.106-.353 0-.613-.108a.9.9 0 0 1-.407-.32.96.96 0 0 1-.152-.526h.596a.45.45 0 0 0 .083.244q.075.096.2.146.127.049.286.049a.7.7 0 0 0 .271-.046.4.4 0 0 0 .18-.126.3.3 0 0 0 .065-.186q0-.098-.058-.165a.44.44 0 0 0-.168-.114 2 2 0 0 0-.269-.085l-.316-.08a1.3 1.3 0 0 1-.581-.28.65.65 0 0 1-.212-.512.76.76 0 0 1 .14-.462.95.95 0 0 1 .394-.308q.25-.11.568-.11.324 0 .566.11a.9.9 0 0 1 .378.308q.135.197.139.458zm1.569-.837.703 2.21h.027l.704-2.21h.682L6.266 11.9h-.792L4.47 8.99zm4.231.94a.6.6 0 0 0-.083-.183.566.566 0 0 0-.308-.223.8.8 0 0 0-.218-.03.7.7 0 0 0-.392.111.73.73 0 0 0-.261.322 1.3 1.3 0 0 0-.094.515q0 .303.092.517.093.213.261.325.17.11.4.11a.8.8 0 0 0 .356-.073.53.53 0 0 0 .227-.212.63.63 0 0 0 .08-.322l.125.018h-.75v-.463h1.217v.367q0 .383-.162.659a1.1 1.1 0 0 1-.446.423 1.4 1.4 0 0 1-.65.148q-.41 0-.719-.18a1.25 1.25 0 0 1-.483-.516 1.7 1.7 0 0 1-.172-.796q0-.354.102-.63.105-.279.29-.472.186-.194.433-.294.248-.1.536-.1.247 0 .46.072.213.07.378.201a1.1 1.1 0 0 1 .406.706z"></path></svg><div class="grow">Download .SVG logos</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/downloads/incidentio-brand-guidelines.pdf?v=20260826" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-4 text-alarmalade-500"><path fill="currentColor" d="m16.487 6.427-3.914-3.914A1.74 1.74 0 0 0 11.336 2H5.75A2.75 2.75 0 0 0 3 4.75v10.5A2.75 2.75 0 0 0 5.75 18h8.5A2.75 2.75 0 0 0 17 15.25V7.664c0-.467-.182-.907-.513-1.237M6.75 7h2a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5m6.5 7.5h-6.5a.75.75 0 0 1 0-1.5h6.5a.75.75 0 0 1 0 1.5m0-3h-6.5a.75.75 0 0 1 0-1.5h6.5a.75.75 0 0 1 0 1.5m2.182-4H12.5c-.55 0-1-.45-1-1V3.579l.013-.005 3.922 3.921z"></path></svg><div class="grow">Download Brand Guidelines</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/brand" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 21" class="shrink-0 size-4 text-content-primary"><path fill="currentColor" d="M14.25 3.5h-8.5A2.75 2.75 0 0 0 3 6.25v6.568c0 1.336 1.616 2.006 2.56 1.06L10.44 9H7.75a.75.75 0 0 1 0-1.5h4.5a.75.75 0 0 1 .75.75v4.5a.75.75 0 0 1-1.5 0V10.06L6.622 14.94c-.945.945-.276 2.56 1.06 2.56h6.568A2.75 2.75 0 0 0 17 14.75v-8.5a2.75 2.75 0 0 0-2.75-2.75"></path></svg><div class="grow">Visit brand center</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a></div></div></div><nav aria-label="Main" data-orientation="horizontal" dir="ltr" class="hidden flex-1 lg:flex items-stretch justify-center h-full grow absolute inset-x-0"><div style="position:relative"><ul data-orientation="horizontal" class="h-full flex items-stretch justify-center gap-0" dir="ltr"><li><button id="radix-_R_4laav5ubsraivb_-trigger-products" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Products</button></li><li><button id="radix-_R_4laav5ubsraivb_-trigger-solutions" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Solutions</button></li><li><button id="radix-_R_4laav5ubsraivb_-trigger-resources" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Resources</button></li><li><button id="radix-_R_4laav5ubsraivb_-trigger-customers" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Customers</button></li><li><a class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full" data-radix-collection-item="" href="/pricing">Pricing</a></li><li><a class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full" data-radix-collection-item="" href="/careers">Careers</a></li></ul></div></nav></div><div class="absolute inset-y-0 right-5 flex lg:hidden items-center lg:static lg:inset-auto lg:ml-6 lg:pr-0"><div class="relative h-10"><button class="inline-flex items-center justify-center p-2 -mr-2 rounded-md text-gray-500 hover:text-gray-600 hover:bg-gray-100 focus:outline-none focus:ring-2 focus:ring-inset focus:ring-indigo-500 h-10 dark:text-white"><span class="sr-only">Open main menu</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" aria-hidden="true" data-slot="icon" class="block h-6 w-6"><path stroke-linecap="round" stroke-linejoin="round" d="M3.75 6.75h16.5M3.75 12h16.5m-16.5 5.25h16.5"></path></svg></button></div></div></div></div></div><div class="grow relative"><div class="w-full px-4 pt-4 absolute transition ease-in-out duration-250 transform translate-x-full"><ul class="flex flex-col gap-2 text-body-emphasis grow mb-20"><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-5"><path fill="currentColor" d="M9.165 11.667c1.074 0 1.944.87 1.944 1.944v2.222c0 1.074-.87 1.944-1.944 1.944h-3.89a1.945 1.945 0 0 1-1.944-1.944v-2.222c0-1.073.87-1.944 1.944-1.944zm7.777-7.223c1.074 0 1.945.87 1.945 1.945v7.222c0 1.074-.87 1.945-1.945 1.945h-2.221a1.945 1.945 0 0 1-1.946-1.945V6.39c0-1.074.872-1.945 1.946-1.945zM8.61 2.223c1.074 0 1.945.87 1.945 1.944v3.889c0 1.073-.87 1.944-1.945 1.944H3.054a1.944 1.944 0 0 1-1.945-1.944V4.167c0-1.074.87-1.944 1.945-1.944z"></path></svg></div><div class="grow">Products</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-5"><path fill="currentColor" d="M10 2c-4.411 0-8 3.589-8 8s3.589 8 8 8 8-3.589 8-8-3.589-8-8-8m3.947 5.641c-1.859 1.382-3.435 3.29-4.683 5.669a.75.75 0 0 1-1.331-.005c-.575-1.117-1.218-2.025-1.965-2.776a.75.75 0 1 1 1.064-1.058 11.6 11.6 0 0 1 1.563 1.972c1.239-2.045 2.734-3.726 4.458-5.007a.75.75 0 0 1 .894 1.205"></path></svg></div><div class="grow">Solutions</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-5"><path fill="currentColor" d="M3.146 3.76c.411-.314.933-.416 1.431-.278l4.719 1.303v11.303l-5.59-1.543A1.646 1.646 0 0 1 2.5 12.963V5.064c0-.516.236-.992.646-1.305m12.277-.278a1.63 1.63 0 0 1 1.43.277c.412.313.647.789.647 1.305v7.898c0 .736-.495 1.387-1.204 1.582l-5.593 1.543V4.785z"></path></svg></div><div class="grow">Resources</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-5"><path fill="currentColor" d="M12.914 3A4.62 4.62 0 0 0 9.75 4.306 4.64 4.64 0 0 0 6.572 3C4.042 3.015 1.99 5.084 2 7.609c0 5.253 5.306 8.429 6.932 9.278a1.77 1.77 0 0 0 1.635 0c1.626-.848 6.933-4.024 6.933-9.275.009-2.528-2.042-4.597-4.586-4.612"></path></svg></div><div class="grow">Customers</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-5"><path fill="currentColor" d="M16.916 10.663q-.031 0-.062-.002a.75.75 0 0 1-.687-.808 1.25 1.25 0 0 0-.362-.986l-5.792-5.794A.26.26 0 0 0 9.836 3H4.957A.75.75 0 0 1 3.5 2.75v-.5a.75.75 0 0 1 .75-.75h5.586c.461 0 .911.187 1.237.513l5.793 5.793c.571.572.862 1.362.796 2.167a.75.75 0 0 1-.746.689z"></path><path fill="currentColor" d="M15.366 10.806 9.573 5.013A1.76 1.76 0 0 0 8.336 4.5H2.75a.75.75 0 0 0-.75.75v5.586c0 .467.182.907.513 1.237l5.793 5.793a2.74 2.74 0 0 0 1.944.804 2.74 2.74 0 0 0 1.944-.804l3.172-3.172c.52-.519.806-1.209.806-1.944s-.286-1.425-.806-1.944M6.25 10C5.561 10 5 9.439 5 8.75S5.561 7.5 6.25 7.5s1.25.561 1.25 1.25S6.939 10 6.25 10"></path></svg></div><div class="grow">Pricing</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li><li class=""><button class="w-full text-left py-2.5 flex items-center gap-4"><div class="p-4 rounded-md flex items-center justify-center text-alarmalade-500 bg-surface-secondary group-hover:bg-surface-tertiary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 21 20" class="shrink-0 size-5"><path fill="currentColor" d="M10.664 10.75a2.75 2.75 0 1 0 0-5.5 2.75 2.75 0 0 0 0 5.5M15.304 15.482a4.775 4.775 0 0 0-4.64-3.732c-2.216 0-4.168 1.57-4.64 3.732-.19.864.348 1.749 1.224 2.013a11.8 11.8 0 0 0 6.832 0c.876-.265 1.413-1.15 1.224-2.014M5.914 6.5a2.25 2.25 0 1 0 0-4.5 2.25 2.25 0 0 0 0 4.5M7.682 11.022A4.23 4.23 0 0 1 6.414 8c0-.166.03-.323.049-.484-.132-.007-.262-.015-.406-.019l-.143-.003a4.33 4.33 0 0 0-4.2 3.263c-.224.881.33 1.81 1.236 2.072a9.6 9.6 0 0 0 2.394.404 6.3 6.3 0 0 1 2.338-2.21M15.414 6.5a2.25 2.25 0 1 0 0-4.5 2.25 2.25 0 0 0 0 4.5M13.646 11.022A4.23 4.23 0 0 0 14.914 8c0-.166-.03-.323-.049-.484.132-.007.262-.015.406-.019l.143-.003a4.33 4.33 0 0 1 4.2 3.263c.224.881-.33 1.81-1.236 2.072a9.6 9.6 0 0 1-2.394.404 6.3 6.3 0 0 0-2.338-2.21"></path></svg></div><div class="grow">Careers</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-[25px] text-content-tertiary"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></button></li></ul><div class="ml-auto flex flex-col lg:flex-row gap-2 lg:gap-2 flex-shrink-0 transition duration-500 text-gray-600"><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer bg-alarmalade-500 text-content-invert hover:bg-alarmalade-600 active:bg-alarmalade-700 text-body-sm-emphasis h-[38px] px-4 py-2 transition-all duration-500 opacity-100 pointer-events-auto" id="nav-bar-request-a-demo" href="/demo">Get a demo</a><a href="https://app.incident.io/login" target="_blank" class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-sm-emphasis h-[38px] px-4 py-2">Login</a></div></div></div></div><div class="relative h-full transition-[background-color,backdrop-filter,transform] duration-300 ease-[cubic-bezier(0.2,0,0,1)] z-10 backdrop-blur-md bg-white/80" style="view-transition-name:navigation"><div class="h-20 mx-auto" data-mobile-menu-open="false"><div class="relative flex justify-between h-full z-[99]"><div class="max-w-[1512px] mx-auto px-5 flex-1 flex items-center justify-between"><div class="flex-shrink-0 flex items-center relative transition z-[1]"><a class="transition hover:opacity-80 relative top-[-8px]" href="/"><span class="sr-only">incident.io</span><div class="w-[130px] h-[32px]"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 1000 248" class="h-8 w-auto absolute inset-0 dark:opacity-0 [[data-mobile-menu-open=true]_&amp;]:opacity-100"><g clip-path="url(#workmark__black_svg__a)"><g clip-path="url(#workmark__black_svg__b)"><path fill="#F25533" fill-rule="evenodd" d="M48.803 140.978v23.429C20.788 157.71 0 133.023 0 103.594 0 86.626 7.168 73.165 18.131 59.96 27.222 49.01 49.67 20.01 56.735 4.009c1.716-3.885 6.09-3.735 7.976-1.647 6.033 6.677 13.47 21.26 15.902 37.802.496 3.37.7 6.123.862 8.309.348 4.691.502 6.777 2.93 6.777 3.816 0 6.313-5.795 6.861-11.776.352-3.833 4.148-5.115 6.765-3.833 12.59 6.17 25.437 35.537 28.543 49.949.974 4.52 1.609 9.19 1.609 14.004 0 29.363-20.695 54.006-48.616 60.768v-23.384zm15.289-9.338c9.845 0 17.826-7.567 17.826-16.901 0-14.888-10.959-25.526-16.42-28.76-.369-.218-.553-.328-1.055-.314-.367.01-.91.24-1.172.498-.358.351-.453.752-.643 1.552-.968 4.078-4.015 6.986-7.222 10.045-4.42 4.217-9.141 8.723-9.141 16.979 0 9.334 7.981 16.901 17.827 16.901" clip-rule="evenodd"></path><path fill="#000" d="M158.057 138.153c-13.535 0-23.788 4.919-29.325 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.347-42.427M262.641 246.373c20.097 0 37.527-10.454 46.346-26.44l-26.864-15.372c-3.281 7.173-10.869 11.477-19.892 11.477-13.329 0-23.172-9.632-23.172-23.775s9.843-23.775 23.172-23.775c9.023 0 16.406 4.303 19.892 11.477l26.864-15.577c-8.819-15.782-26.454-26.235-46.346-26.235-31.169 0-54.342 23.571-54.342 54.11s23.173 54.11 54.342 54.11M332.645 132.005c10.047 0 18.456-8.404 18.456-18.448 0-10.042-8.409-18.446-18.456-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.38 111.498h30.76v-102.48h-30.76zM440.871 100.031v50.625c-6.767-7.788-16.815-12.503-30.555-12.503-26.863 0-49.01 23.571-49.01 54.11s22.147 54.11 49.01 54.11c13.74 0 23.788-4.714 30.555-12.503v9.634h30.76V100.031zm-24.402 117.238c-14.15 0-24.403-9.634-24.403-25.006s10.253-25.005 24.403-25.005 24.402 9.633 24.402 25.005-10.253 25.006-24.402 25.006M517.576 204.561h72.799q1.23-5.841 1.23-12.298c0-30.949-22.147-54.11-52.086-54.11-32.401 0-54.548 23.571-54.548 54.11s21.736 54.11 56.803 54.11c19.482 0 34.656-7.174 44.705-21.111l-24.609-14.143c-4.101 4.509-11.278 7.789-19.686 7.789-11.278 0-20.711-3.69-24.608-14.347m-.615-22.956c2.871-10.453 10.663-16.192 22.352-16.192 9.228 0 18.456 4.304 21.737 16.192zM665.034 138.153c-13.534 0-23.787 4.919-29.324 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.348-42.427M780.49 170.537v-29.514h-21.123v-28.695l-30.759 9.224v19.471h-16.407v29.514h16.407v36.278c0 28.695 11.689 40.787 51.882 36.688v-27.875c-13.535.82-21.123 0-21.123-8.813v-36.278zM813.237 246.373c10.663 0 19.48-8.813 19.48-19.472 0-10.657-8.817-19.471-19.48-19.471s-19.482 8.814-19.482 19.471c0 10.659 8.818 19.472 19.482 19.472M862.014 132.005c10.047 0 18.455-8.404 18.455-18.448 0-10.042-8.408-18.446-18.455-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.381 111.498h30.761v-102.48h-30.761zM945.017 246.373c30.144 0 54.343-23.571 54.343-54.11s-24.199-54.11-54.343-54.11-54.342 23.571-54.342 54.11 24.197 54.11 54.342 54.11m0-29.925c-13.329 0-23.582-9.633-23.582-24.185 0-14.553 10.253-24.185 23.582-24.185s23.583 9.632 23.583 24.185-10.253 24.185-23.583 24.185M48.804 243.508h30.76v-78.701s-30.76 5.525-30.76 34.995z"></path></g></g><defs><clipPath id="workmark__black_svg__a"><path fill="#fff" d="M0 0h1000v248H0z"></path></clipPath><clipPath id="workmark__black_svg__b"><path fill="#fff" d="M0 .91h1000v246.18H0z"></path></clipPath></defs></svg><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 1000 248" class="h-8 w-auto absolute inset-0 opacity-0 dark:opacity-100 [[data-mobile-menu-open=true]_&amp;]:opacity-0"><g fill="#fff" clip-path="url(#workmark__fullwhite_svg__a)"><path fill-rule="evenodd" d="M48.803 140.978v23.429C20.788 157.71 0 133.023 0 103.594 0 86.626 7.168 73.165 18.131 59.96 27.222 49.01 49.67 20.01 56.735 4.009c1.716-3.885 6.09-3.735 7.976-1.647 6.033 6.677 13.47 21.26 15.902 37.802.496 3.37.7 6.123.862 8.309.348 4.691.502 6.777 2.93 6.777 3.816 0 6.313-5.795 6.861-11.776.352-3.833 4.148-5.115 6.765-3.833 12.59 6.17 25.437 35.537 28.543 49.949.974 4.52 1.609 9.19 1.609 14.004 0 29.363-20.695 54.006-48.616 60.768v-23.384zm15.289-9.338c9.845 0 17.826-7.567 17.826-16.901 0-14.888-10.959-25.526-16.42-28.76-.369-.218-.553-.328-1.055-.314-.367.01-.91.24-1.172.498-.358.351-.453.752-.643 1.552-.968 4.078-4.015 6.986-7.222 10.045-4.42 4.217-9.141 8.723-9.141 16.979 0 9.334 7.981 16.901 17.827 16.901" clip-rule="evenodd"></path><path d="M158.057 138.153c-13.535 0-23.788 4.919-29.325 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.347-42.427M262.641 246.373c20.097 0 37.527-10.454 46.346-26.44l-26.864-15.372c-3.281 7.173-10.869 11.477-19.892 11.477-13.329 0-23.172-9.632-23.172-23.775s9.843-23.775 23.172-23.775c9.023 0 16.406 4.303 19.892 11.477l26.864-15.577c-8.819-15.782-26.454-26.235-46.346-26.235-31.169 0-54.342 23.571-54.342 54.11s23.173 54.11 54.342 54.11M332.645 132.005c10.047 0 18.456-8.404 18.456-18.448 0-10.042-8.409-18.446-18.456-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.38 111.498h30.76v-102.48h-30.76zM440.871 100.031v50.625c-6.767-7.788-16.815-12.503-30.555-12.503-26.863 0-49.01 23.571-49.01 54.11s22.147 54.11 49.01 54.11c13.74 0 23.788-4.714 30.555-12.503v9.634h30.76V100.031zm-24.402 117.238c-14.15 0-24.403-9.634-24.403-25.006s10.253-25.005 24.403-25.005 24.402 9.633 24.402 25.005-10.253 25.006-24.402 25.006M517.576 204.561h72.799q1.23-5.841 1.23-12.298c0-30.949-22.147-54.11-52.086-54.11-32.401 0-54.548 23.571-54.548 54.11s21.736 54.11 56.803 54.11c19.482 0 34.656-7.174 44.705-21.111l-24.609-14.143c-4.101 4.509-11.278 7.789-19.686 7.789-11.278 0-20.711-3.69-24.608-14.347m-.615-22.956c2.871-10.453 10.663-16.192 22.352-16.192 9.228 0 18.456 4.304 21.737 16.192zM665.034 138.153c-13.534 0-23.787 4.919-29.324 12.503v-9.633h-30.76v102.48h30.76v-55.954c0-14.552 7.793-21.111 19.071-21.111 9.843 0 17.841 5.944 17.841 18.651v58.414h30.76V180.58c0-27.67-17.636-42.427-38.348-42.427M780.49 170.537v-29.514h-21.123v-28.695l-30.759 9.224v19.471h-16.407v29.514h16.407v36.278c0 28.695 11.689 40.787 51.882 36.688v-27.875c-13.535.82-21.123 0-21.123-8.813v-36.278zM813.237 246.373c10.663 0 19.48-8.813 19.48-19.472 0-10.657-8.817-19.471-19.48-19.471s-19.482 8.814-19.482 19.471c0 10.659 8.818 19.472 19.482 19.472M862.014 132.005c10.047 0 18.455-8.404 18.455-18.448 0-10.042-8.408-18.446-18.455-18.446-10.049 0-18.456 8.404-18.456 18.446 0 10.044 8.407 18.448 18.456 18.448m-15.381 111.498h30.761v-102.48h-30.761zM945.017 246.373c30.144 0 54.343-23.571 54.343-54.11s-24.199-54.11-54.343-54.11-54.342 23.571-54.342 54.11 24.197 54.11 54.342 54.11m0-29.925c-13.329 0-23.582-9.633-23.582-24.185 0-14.553 10.253-24.185 23.582-24.185s23.583 9.632 23.583 24.185-10.253 24.185-23.583 24.185M48.804 243.508h30.76v-78.701s-30.76 5.525-30.76 34.995z"></path></g><defs><clipPath id="workmark__fullwhite_svg__a"><path fill="#fff" d="M0 .91h1000v246.18H0z"></path></clipPath></defs></svg></div></a><div class="border border-stroke-primary bg-white rounded-lg shadow-lg p-1 flex flex-col gap-1 absolute top-full mt-2 left-0 z-50 w-[250px] transition-opacity duration-200 opacity-0 pointer-events-none"><div class="p-2 pt-1 text-body-xs-emphasis border-b border-stroke-primary">Brand Assets</div><div class="flex flex-col gap-1 text-body-xs text-content-secondary"><a href="/brand/resources/incidentio-brand-pngs.zip" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 16 16" class="shrink-0 size-4 text-content-primary"><path fill="#fff" d="M2.8 1.6A1.6 1.6 0 0 1 4.4 0h6.4c.127 0 .25.05.34.141l4.318 4.318c.09.09.141.213.141.341v9.6A1.6 1.6 0 0 1 14 16H4.4a1.6 1.6 0 0 1-1.6-1.6z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M4.399.3h6.4c.049 0 .095.02.13.054l4.317 4.317c.034.034.053.08.053.129v9.6a1.3 1.3 0 0 1-1.3 1.3H4.4a1.3 1.3 0 0 1-1.3-1.3V1.6a1.3 1.3 0 0 1 1.3-1.3Z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M10.8.2v3a1.6 1.6 0 0 0 1.6 1.6h3"></path><rect width="11.4" height="6.6" x="0.3" y="7.1" fill="#F25533" rx="0.8"></rect><path fill="#fff" d="M1.966 11.9V8.99h1.147q.332 0 .564.127.234.126.355.348.124.222.124.512t-.125.511a.86.86 0 0 1-.362.345 1.2 1.2 0 0 1-.571.124h-.732v-.493h.632a.6.6 0 0 0 .293-.061.4.4 0 0 0 .173-.172.54.54 0 0 0 .059-.254q0-.145-.059-.253a.4.4 0 0 0-.173-.17.63.63 0 0 0-.295-.06H2.58V11.9zm5.023-2.91v2.91h-.531l-1.266-1.831H5.17V11.9h-.615V8.99h.54l1.255 1.83h.026V8.99zm2.437.941a.6.6 0 0 0-.084-.183.567.567 0 0 0-.308-.223.8.8 0 0 0-.217-.03.7.7 0 0 0-.392.111.73.73 0 0 0-.262.322 1.3 1.3 0 0 0-.094.515q0 .303.093.517.091.213.261.325.17.11.4.11a.8.8 0 0 0 .356-.073.53.53 0 0 0 .227-.212.63.63 0 0 0 .08-.322l.125.018h-.75v-.463h1.217v.367q0 .383-.162.659a1.1 1.1 0 0 1-.446.423 1.4 1.4 0 0 1-.65.148q-.41 0-.72-.18a1.25 1.25 0 0 1-.482-.516 1.7 1.7 0 0 1-.172-.796q0-.354.102-.63.104-.279.29-.472.186-.194.433-.294t.536-.1q.246 0 .46.072.213.07.378.201a1.1 1.1 0 0 1 .406.706z"></path></svg><div class="grow">Download .PNG logos</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/brand/resources/incidentio-brand-svgs.zip" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 16 16" class="shrink-0 size-4 text-content-primary"><path fill="#fff" d="M2.8 1.6A1.6 1.6 0 0 1 4.4 0h6.4c.128 0 .251.05.342.141l4.317 4.318c.09.09.141.213.141.341v9.6A1.6 1.6 0 0 1 14 16H4.4a1.6 1.6 0 0 1-1.6-1.6z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M4.4.3h6.4q.076.002.13.054l4.317 4.317c.034.034.053.08.053.129v9.6a1.3 1.3 0 0 1-1.3 1.3H4.4a1.3 1.3 0 0 1-1.3-1.3V1.6A1.3 1.3 0 0 1 4.4.3Z"></path><path stroke="#161618" stroke-opacity="0.08" stroke-width="0.6" d="M10.8.2v3a1.6 1.6 0 0 0 1.6 1.6h3"></path><rect width="11.4" height="6.6" x="0.299" y="7.1" fill="#F25533" rx="0.8"></rect><path fill="#fff" d="M3.584 9.828a.36.36 0 0 0-.146-.267.58.58 0 0 0-.35-.096.7.7 0 0 0-.255.043.36.36 0 0 0-.16.115.28.28 0 0 0-.053.168.24.24 0 0 0 .032.136.34.34 0 0 0 .101.1.8.8 0 0 0 .148.073q.084.03.179.051l.261.063q.19.042.35.114.16.07.275.174a.73.73 0 0 1 .248.567.8.8 0 0 1-.137.463.87.87 0 0 1-.386.303q-.252.106-.607.106-.353 0-.613-.108a.9.9 0 0 1-.407-.32.96.96 0 0 1-.152-.526h.596a.45.45 0 0 0 .083.244q.075.096.2.146.127.049.286.049a.7.7 0 0 0 .271-.046.4.4 0 0 0 .18-.126.3.3 0 0 0 .065-.186q0-.098-.058-.165a.44.44 0 0 0-.168-.114 2 2 0 0 0-.269-.085l-.316-.08a1.3 1.3 0 0 1-.581-.28.65.65 0 0 1-.212-.512.76.76 0 0 1 .14-.462.95.95 0 0 1 .394-.308q.25-.11.568-.11.324 0 .566.11a.9.9 0 0 1 .378.308q.135.197.139.458zm1.569-.837.703 2.21h.027l.704-2.21h.682L6.266 11.9h-.792L4.47 8.99zm4.231.94a.6.6 0 0 0-.083-.183.566.566 0 0 0-.308-.223.8.8 0 0 0-.218-.03.7.7 0 0 0-.392.111.73.73 0 0 0-.261.322 1.3 1.3 0 0 0-.094.515q0 .303.092.517.093.213.261.325.17.11.4.11a.8.8 0 0 0 .356-.073.53.53 0 0 0 .227-.212.63.63 0 0 0 .08-.322l.125.018h-.75v-.463h1.217v.367q0 .383-.162.659a1.1 1.1 0 0 1-.446.423 1.4 1.4 0 0 1-.65.148q-.41 0-.719-.18a1.25 1.25 0 0 1-.483-.516 1.7 1.7 0 0 1-.172-.796q0-.354.102-.63.105-.279.29-.472.186-.194.433-.294.248-.1.536-.1.247 0 .46.072.213.07.378.201a1.1 1.1 0 0 1 .406.706z"></path></svg><div class="grow">Download .SVG logos</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/downloads/incidentio-brand-guidelines.pdf?v=20260826" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-4 text-alarmalade-500"><path fill="currentColor" d="m16.487 6.427-3.914-3.914A1.74 1.74 0 0 0 11.336 2H5.75A2.75 2.75 0 0 0 3 4.75v10.5A2.75 2.75 0 0 0 5.75 18h8.5A2.75 2.75 0 0 0 17 15.25V7.664c0-.467-.182-.907-.513-1.237M6.75 7h2a.75.75 0 0 1 0 1.5h-2a.75.75 0 0 1 0-1.5m6.5 7.5h-6.5a.75.75 0 0 1 0-1.5h6.5a.75.75 0 0 1 0 1.5m0-3h-6.5a.75.75 0 0 1 0-1.5h6.5a.75.75 0 0 1 0 1.5m2.182-4H12.5c-.55 0-1-.45-1-1V3.579l.013-.005 3.922 3.921z"></path></svg><div class="grow">Download Brand Guidelines</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a><a href="/brand" class="p-2 flex gap-2 items-center group rounded hover:bg-surface-secondary transition"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 21" class="shrink-0 size-4 text-content-primary"><path fill="currentColor" d="M14.25 3.5h-8.5A2.75 2.75 0 0 0 3 6.25v6.568c0 1.336 1.616 2.006 2.56 1.06L10.44 9H7.75a.75.75 0 0 1 0-1.5h4.5a.75.75 0 0 1 .75.75v4.5a.75.75 0 0 1-1.5 0V10.06L6.622 14.94c-.945.945-.276 2.56 1.06 2.56h6.568A2.75 2.75 0 0 0 17 14.75v-8.5a2.75 2.75 0 0 0-2.75-2.75"></path></svg><div class="grow">Visit brand center</div><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 25 26" class="shrink-0 size-4"><path fill="currentColor" fill-rule="evenodd" d="M10.274 7.024a.937.937 0 0 1 1.325 0l5.313 5.313a.94.94 0 0 1 0 1.325l-5.313 5.312a.937.937 0 0 1-1.325-1.325l4.65-4.65-4.65-4.65a.937.937 0 0 1 0-1.325" clip-rule="evenodd"></path></svg></a></div></div></div><nav aria-label="Main" data-orientation="horizontal" dir="ltr" class="hidden flex-1 lg:flex items-stretch justify-center h-full grow absolute inset-x-0"><div style="position:relative"><ul data-orientation="horizontal" class="h-full flex items-stretch justify-center gap-0" dir="ltr"><li><button id="radix-_R_16aav5ubsraivb_-trigger-products" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Products</button></li><li><button id="radix-_R_16aav5ubsraivb_-trigger-solutions" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Solutions</button></li><li><button id="radix-_R_16aav5ubsraivb_-trigger-resources" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Resources</button></li><li><button id="radix-_R_16aav5ubsraivb_-trigger-customers" data-state="closed" aria-expanded="false" class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full group" data-radix-collection-item="">Customers</button></li><li><a class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full" data-radix-collection-item="" href="/pricing">Pricing</a></li><li><a class="relative font-medium border-transparent inline-flex items-center leading-none whitespace-nowrap transition-colors outline-0 dark:text-white focus-visible:text-orange-600 hover:text-orange-600 data-[state=open]:text-orange-600 text-gray-900 px-3 py-2 h-full" data-radix-collection-item="" href="/careers">Careers</a></li></ul></div></nav><div class="h-full hidden lg:flex flex-shrink-0 items-center relative z-[1]"><div class="ml-auto flex flex-col lg:flex-row gap-2 lg:gap-2 flex-shrink-0 transition duration-500 text-gray-600"><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer bg-alarmalade-500 text-content-invert hover:bg-alarmalade-600 active:bg-alarmalade-700 text-body-sm-emphasis h-[38px] px-4 py-2 transition-all duration-500 opacity-100 pointer-events-auto" id="nav-bar-request-a-demo" href="/demo">Get a demo</a><a href="https://app.incident.io/login" target="_blank" class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-sm-emphasis h-[38px] px-4 py-2">Login</a></div></div></div><div class="absolute inset-y-0 right-5 flex lg:hidden items-center lg:static lg:inset-auto lg:ml-6 lg:pr-0"><div class="relative h-10"><button class="inline-flex items-center justify-center p-2 -mr-2 rounded-md text-gray-500 hover:text-gray-600 hover:bg-gray-100 focus:outline-none focus:ring-2 focus:ring-inset focus:ring-indigo-500 h-10 dark:text-white"><span class="sr-only">Open main menu</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 24" stroke-width="1.5" stroke="currentColor" aria-hidden="true" data-slot="icon" class="block h-6 w-6"><path stroke-linecap="round" stroke-linejoin="round" d="M3.75 6.75h16.5M3.75 12h16.5m-16.5 5.25h16.5"></path></svg></button></div></div></div></div></div><div style="top:0" class="fixed inset-0 bg-black/25 backdrop-blur-sm h-screen transition-opacity delay-100 pointer-events-none opacity-0"></div></nav><div class="relative mx-auto max-w-[1192px] max-xl:px-4 flex flex-col gap-12 md:gap-20 lg:pt-20"><section class="pb-10 md:pb-20 flex flex-col lg:flex-row gap-4 relative border-b border-stroke-primary" style="view-transition-name:none"><div class="max-w-[388px] pr-6 flex flex-col gap-6 grow lg:sticky-sidebar"><div class="flex flex-col gap-3"><button class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-sm-emphasis h-[38px] px-4 py-2 self-start"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block rotate-180 size-4"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg><div class="hidden md:flex absolute whitespace-nowrap items-center gap-2 top-0 text-xs text-white px-3 py-2 bg-surface-invert rounded-lg pointer-events-none translate-y-[-40px] transition opacity-0 group-hover/button:opacity-100">All posts<kbd class="flex items-center justify-center uppercase hs-5 text-[10px] px-1 rounded border border-stroke-invert text-content-secondary-invert">Esc</kbd></div></button></div><div class="flex flex-col gap-8 max-lg:hidden"><ul class="flex flex-col text-body-sm"><li class="flex flex-col gap-3 relative group"><a class="block flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#content-top">Taking the fear out of migrations</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#a-worked-example">A worked example</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#step-1-make-the-new-data-models">Step #1: Make the new data models</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#step-2-write-to-both-the-old-and-the-new-model">Step #2: Write to both the old and the new model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#21-backfill-any-dependent-data-models">2.1: Backfill any dependent data models</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#22-write-to-the-new-data-model">2.2: Write to the new data model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#23-backfill-the-existing-data">2.3: Backfill the existing data</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#step-3-start-reading-smoothly-from-the-new-model">Step #3: Start reading smoothly from the new model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#31-read-from-both-sources-and-compare">3.1: Read from both sources and compare</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#32-only-read-from-the-new-model">3.2: Only read from the new model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#step-4-drop-the-old-data-model">Step #4: Drop the old data model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#step-41-stop-using-the-old-data-model">Step 4.1: Stop using the old data model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#step-42-drop-the-old-data-model">Step 4.2: Drop the old data model</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#andwere-done">And…we’re done!</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500" href="#so-what-are-the-advantages-of-this-approach">So, what are the advantages of this approach?</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#you-never-have-to-rush">You never have to rush</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#deployments-are-less-intimidating">Deployments are less intimidating</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#it-doesnt-have-to-take-long">It doesn’t have to take long</a></li><li class="flex flex-col gap-3 relative group"><a class="flex items-center transition text-pretty py-2 hover:text-alarmalade-500 border-l border-dashed text-body-sm text-content-secondary ml-4 pl-4" href="#you-can-efficiently-parallelise-effort">You can efficiently parallelise effort</a></li></ul></div></div><div class="lg:max-w-[788px] grow flex flex-col gap-4 lg:gap-10" id="content-top"><div class="flex flex-col gap-4"><div class="flex flex-col gap-2"><h1 class="text-h3 text-balance">Taking the fear out of migrations</h1></div><div class="flex flex-col gap-2 md:flex-row justify-between mt-auto"><div class="flex items-center gap-2"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"></div><a class="text-body-sm-emphasis leading-[1.1] w-min sm:w-auto transition hover:text-alarmalade-500" href="/blog/author/lisa">Lisa Karlin Curtis</a></span></div><div class="text-body-sm text-content-secondary">February 28, 2023<span> — <!-- -->10 min read</span></div></div></div><div class="relative"><span class="relative overflow-hidden block align-top transition-opacity opacity-0 w-full rounded-lg"><img alt="" width="1712" height="982" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent;view-transition-name:blog-how-we-run-migrations" sizes="100vw" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=60&amp;q=75 60w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=64&amp;q=75 64w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=96&amp;q=75 96w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 128w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 256w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=384&amp;q=75 384w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=640&amp;q=75 640w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=750&amp;q=75 750w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=828&amp;q=75 828w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1080&amp;q=75 1080w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1200&amp;q=75 1200w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75 1920w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=2048&amp;q=75 2048w, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 3840w" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Fab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75"/></span></div><div class="prose prose-orange text-body max-w-none mb-6"><p class="">Over the last 18 months at incident.io, we’ve done a lot of migrations. Often, a new feature requires a change to our existing data model. For us to be successful, it’s important that we can smoothly transition from the old world to the new as quickly as we can.</p><p class="">There are few things in software where I’d advocate a ‘one true way,’ but the closest I come is probably migrations. There’s a playbook that we follow to give us the best odds of a smooth switchover:</p><ol><li>Make the new data models</li><li>Write to both the old and the new model</li><li>Start reading from the new model</li><li>Drop the old data model</li></ol><h2 id="a-worked-example" class=""><a class="heading-link" href="#a-worked-example"><span class="icon icon-link"></span></a>A worked example</h2><p class="">Last year we introduced customisable incident statuses. </p><p class="">Before that, our statuses were hard coded as strings (investigating, fixing, monitoring, closed). There was a database column <code>status</code> which, for each incident, contained one of those 4 strings. </p><p class="">We wanted to move to a world where customers could choose their own statuses, both renaming them and choosing how many they wanted. </p><p class="">So how did we do this?</p><h2 id="step-1-make-the-new-data-models" class=""><a class="heading-link" href="#step-1-make-the-new-data-models"><span class="icon icon-link"></span></a>Step #1: Make the new data models</h2><figure class=""><span class="relative overflow-hidden block align-top"><img alt="" data-zoom-src="https://cdn.sanity.io/images/oqy5aexb/production/275feec6267b326686c8f35f36842b51caf21e3f-821x403.png?q=85&amp;auto=format" loading="lazy" width="821" height="403" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" src="https://cdn.sanity.io/images/oqy5aexb/production/275feec6267b326686c8f35f36842b51caf21e3f-821x403.png?w=2000&amp;q=80&amp;fit=max&amp;auto=format"/></span></figure><p class="">We’ve got to agree on the target data model: what the new world will look like. We need a new table to represent the statuses configured against each organization: <code>incident_statuses</code>, and a column on our <code>incidents</code> table to store which status it’s currently in: <code>incident_status_id</code>.</p><p class="">Migrating is going to take us some time, so we’d want to have fairly high confidence in the new model before we start work to avoid wasted effort.</p><pre class="refractor language-sql"><code class="language-sql"><span class="token keyword">public</span><span class="token punctuation">.</span>incidents <span class="token punctuation">(</span>
id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
organisation_id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
incident_status_id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
<span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">.</span>
<span class="token punctuation">)</span>
<span class="token keyword">public</span><span class="token punctuation">.</span>incident_statuses <span class="token punctuation">(</span>
id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
organisation_id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
name <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
description <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span>
<span class="token punctuation">)</span>
</code></pre><p class="">At this point, we’d build out our data models by running migrations on the database, and representing the new model <code>IncidentStatus</code> in our codebase.</p><pre class="refractor language-sql"><code class="language-sql"><span class="token keyword">create</span> <span class="token keyword">table</span> incident_statuses <span class="token punctuation">(</span>
<span class="token punctuation">.</span><span class="token punctuation">.</span><span class="token punctuation">.</span>
<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">alter</span> <span class="token keyword">table</span> incidents <span class="token keyword">add</span> <span class="token keyword">column</span> incident_status_id <span class="token keyword">text</span> <span class="token operator">not</span> <span class="token boolean">null</span> <span class="token keyword">references</span> incident_statuses<span class="token punctuation">(</span>id<span class="token punctuation">)</span><span class="token punctuation">;</span>
</code></pre><h2 id="step-2-write-to-both-the-old-and-the-new-model" class=""><a class="heading-link" href="#step-2-write-to-both-the-old-and-the-new-model"><span class="icon icon-link"></span></a>Step #2: Write to both the old and the new model</h2><figure class=""><span class="relative overflow-hidden block align-top"><img alt="" data-zoom-src="https://cdn.sanity.io/images/oqy5aexb/production/456dd78e49c00252b8424d6284bf820316590ab8-826x407.png?q=85&amp;auto=format" loading="lazy" width="826" height="407" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" src="https://cdn.sanity.io/images/oqy5aexb/production/456dd78e49c00252b8424d6284bf820316590ab8-826x407.png?w=2000&amp;q=80&amp;fit=max&amp;auto=format"/></span></figure><h3 id="21-backfill-any-dependent-data-models" class=""><a class="heading-link" href="#21-backfill-any-dependent-data-models"><span class="icon icon-link"></span></a>2.1: Backfill any dependent data models</h3><p class="">This isn’t always necessary: it depends on the migration that you’re doing.</p><p class="">In our case, all our customers have a single configuration, currently represented in code (in an enum <code>investigating</code>, <code>fixing</code>, <code>monitoring</code>, <code>closed</code>). We can represent this configuration in our new <code>incident_statuses</code> table, by creating 4 rows for each organisation.</p><p class="">This is low risk: we can take our time to run the backfill, and verify that it’s worked as expected. Nothing is reading from this data yet, so it’s easy for us to change our minds (e.g. if we decide to change the descriptions of a particular status).</p><p class="">We need to do this first as we’ll be relying on foreign keys in our database—if these rows don’t exist, we can’t refer to them elsewhere.</p><p class="">It’s worth thinking about development environments here too, to make sure your colleagues’ local environments behave smoothly as expected.</p><h3 id="22-write-to-the-new-data-model" class=""><a class="heading-link" href="#22-write-to-the-new-data-model"><span class="icon icon-link"></span></a>2.2: Write to the new data model</h3><p class="">Now that we’ve got a default configuration, we can use it to start writing new information into our new data model (alongside our old one). So now, when an incident changes status to <code>fixing</code>, we make two changes:</p><pre class="refractor language-sql"><code class="language-sql"><span class="token keyword">update</span> incidents <span class="token keyword">set</span> <span class="token keyword">status</span><span class="token operator">=</span><span class="token string">&#x27;fixing&#x27;</span> <span class="token keyword">where</span> id<span class="token operator">=</span><span class="token string">&#x27;I123&#x27;</span><span class="token punctuation">;</span>
<span class="token keyword">update</span> incidents <span class="token keyword">set</span> incident_status_id <span class="token operator">=</span> <span class="token punctuation">(</span>
<span class="token keyword">select</span> id <span class="token keyword">from</span> incident_statuses <span class="token keyword">where</span> name<span class="token operator">=</span><span class="token string">&#x27;Fixing&#x27;</span>
<span class="token punctuation">)</span> <span class="token keyword">where</span> id<span class="token operator">=</span><span class="token string">&#x27;I123&#x27;</span><span class="token punctuation">;</span>
</code></pre><p class="">This means that all incidents that are currently changing have an ‘up-to-date’ <code>incident_status_id</code> value. Again, this is low risk: we can take our time to verify that this is working as expected, and make changes here without causing production impact as nothing is reading from this column.</p><h3 id="23-backfill-the-existing-data" class=""><a class="heading-link" href="#23-backfill-the-existing-data"><span class="icon icon-link"></span></a>2.3: Backfill the existing data</h3><p class="">Now that we’re writing to both the old and the new world, we can backfill all our existing incidents with an <code>incident_status_id</code>. We can go through each incident, find the corresponding <code>incident_status</code>, and update the column.</p><p class="">This is still low risk: again we can take whatever time we need to verify the results, and can run the backfill multiple times if we find that there’s a bug (provided you make your backfill rerunnable, which you definitely should!).</p><h2 id="step-3-start-reading-smoothly-from-the-new-model" class=""><a class="heading-link" href="#step-3-start-reading-smoothly-from-the-new-model"><span class="icon icon-link"></span></a>Step #3: Start reading smoothly from the new model</h2><p class=""></p><figure class=""><span class="relative overflow-hidden block align-top"><img alt="" data-zoom-src="https://cdn.sanity.io/images/oqy5aexb/production/93aa84511c891187004a1ba15d773da603fca83a-798x432.png?q=85&amp;auto=format" loading="lazy" width="798" height="432" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" src="https://cdn.sanity.io/images/oqy5aexb/production/93aa84511c891187004a1ba15d773da603fca83a-798x432.png?w=2000&amp;q=80&amp;fit=max&amp;auto=format"/></span></figure><h3 id="31-read-from-both-sources-and-compare" class=""><a class="heading-link" href="#31-read-from-both-sources-and-compare"><span class="icon icon-link"></span></a>3.1: Read from both sources and compare</h3><p class="">Depending on your risk appetite and the complexity of the change, you might be able to skip straight to the next step, or (at the other extreme) you might run this comparison for a number of weeks.</p><p class="">Now that all our data is represented in both the old and the new data model, we can start reading from both and check if they match. If we ever see them disagree, we can log an error that’ll be picked up by our alerting tools. We can run this code in production for as long as we need to gain confidence in our system.</p><p class="">In our case, we’d be reading <code>incident.status</code> and <code>incident.incident_status_id</code> and making sure they’re giving us the same answer.</p><h3 id="32-only-read-from-the-new-model" class=""><a class="heading-link" href="#32-only-read-from-the-new-model"><span class="icon icon-link"></span></a>3.2: Only read from the new model</h3><p class="">Once you’re confident that your new model has the correct data, we can start using the new model as our ‘source of truth’. That means when someone asks us what status an incident is, we use <code>incident.incident_status_id</code> to tell us. When someone asks us to list all the statuses (e.g. to show in a dropdown), we look for all the <code>incident_statuses</code> owned by that organization.</p><p class="">This should be the scary moment: if your new model isn’t storing the right data, it’s going to start causing issues. But as we have been able to read-and-compare the new and the old model, we’ve got confidence that this is now safe.</p><p class="">This is a great opportunity to use a feature-flag—you’re still writing to both the old and the new models, so it’s easy to revert back to step five (via a feature flag) if you see any issues, without causing any service interruption.</p><h2 id="step-4-drop-the-old-data-model" class=""><a class="heading-link" href="#step-4-drop-the-old-data-model"><span class="icon icon-link"></span></a>Step #4: Drop the old data model</h2><p class=""></p><figure class=""><span class="relative overflow-hidden block align-top"><img alt="" data-zoom-src="https://cdn.sanity.io/images/oqy5aexb/production/a3142f505c365bd5cced8dc88faa9e9623274cf9-827x454.png?q=85&amp;auto=format" loading="lazy" width="827" height="454" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" src="https://cdn.sanity.io/images/oqy5aexb/production/a3142f505c365bd5cced8dc88faa9e9623274cf9-827x454.png?w=2000&amp;q=80&amp;fit=max&amp;auto=format"/></span></figure><h3 id="step-41-stop-using-the-old-data-model" class=""><a class="heading-link" href="#step-41-stop-using-the-old-data-model"><span class="icon icon-link"></span></a>Step 4.1: Stop using the old data model</h3><p class="">Once we’ve been reading from the new model for a while (again, the length of time depends on context), we can smoothly drop the old data model and the code that reads from it and writes to it.</p><p class="">This will also make our code feel simpler again: we can just read and write to the database like we normally would.</p><p class="">This is the first one-way door that we’re taking: once we stop writing to the old data model, we can’t easily go back. However, it doesn’t feel scary. We’ve not been <strong><strong><strong><strong><strong>using</strong></strong></strong></strong></strong> the old data model since step five, and nothing’s gone wrong (yet), so we should be good to go.</p><h3 id="step-42-drop-the-old-data-model" class=""><a class="heading-link" href="#step-42-drop-the-old-data-model"><span class="icon icon-link"></span></a>Step 4.2: Drop the old data model</h3><p class="">Now there’s some columns in our database that we aren’t using, and we haven’t been for a while. We should drop them, so that our colleagues aren’t confused in the future.</p><p class="">This might have some interesting downstream implications: you should check your data pipelines to see if anything is relying on the columns!</p><p class="">If you’re feeling very risk averse you can always take a backup of the data you’re deleting: I’ve never used a backup like this but I’ve often taken them just in-case.</p><h2 id="andwere-done" class=""><a class="heading-link" href="#andwere-done"><span class="icon icon-link"></span></a>And…we’re done!</h2><p class="">We’ve now got the new data model ready and raring to go, and all our existing APIs and UIs are working as expected, so the real fun can begin.</p><p class="">In our case, we’ve been doing this migration to enable new functionality: customers want to rename their incident statuses. Next up, we can focus on shipping the new feature without having to worry about our existing data or functionality.</p><p class="">This is where we’ll build new APIs and UIs that allow our users to create, edit and delete incident statuses. Because we’ve already got the new data model, and we’ve got confidence that it’s working, we don’t have to worry about the downstream impacts: we’re just letting customers make changes in the UI which we can already make directly in the database.</p><h2 id="so-what-are-the-advantages-of-this-approach" class=""><a class="heading-link" href="#so-what-are-the-advantages-of-this-approach"><span class="icon icon-link"></span></a>So, what are the advantages of this approach?</h2><p class="">We frequently run migrations like this in half a day, as we continue to evolve our product. And while these all might sound like a lot of steps, once you’re doing it frequently, it’ll become second nature. That said, it’s a worthwhile process that has tons of advantages:</p><h3 id="you-never-have-to-rush" class=""><a class="heading-link" href="#you-never-have-to-rush"><span class="icon icon-link"></span></a>You never have to rush</h3><p class="">You can get through this whole process without having to rush through a particular step. That means you don’t have to have a quick backfill that runs while you take your system down, and you don’t have to worry if a backfill doesn’t work first time.</p><h3 id="deployments-are-less-intimidating" class=""><a class="heading-link" href="#deployments-are-less-intimidating"><span class="icon icon-link"></span></a>Deployments are less intimidating</h3><p class="">Migrating in this way means you can have a feature flag that controls whether your code is reading from the new model or the old model. That significantly derisks the switchover point: at the first sign of trouble you can flip the feature flag back to relying on the old data and start investigating. If the issue was unrelated, you can flip the flag again and you’re back using the new model.</p><h3 id="it-doesnt-have-to-take-long" class=""><a class="heading-link" href="#it-doesnt-have-to-take-long"><span class="icon icon-link"></span></a>It doesn’t have to take long</h3><p class="">When you’re doing simple and low risk migrations, you can get through these steps very quickly (we frequently do this in a single day) provided you have an easy deployment path. The same process works just the same when you’re migrating millions of rows, or dealing with complex data structures - you just do a lot more waiting and a lot more checking.</p><h3 id="you-can-efficiently-parallelise-effort" class=""><a class="heading-link" href="#you-can-efficiently-parallelise-effort"><span class="icon icon-link"></span></a>You can efficiently parallelise effort</h3><p class="">This is a pretty linear process: you’ll have to deploy each change one after another to gain confidence in the system. However, you can still parallelise the work - as soon as step 1 is complete, you can split up and start working on different chunks. A typical project for us might split into:</p><ul><li>Someone working on the two backfills</li><li>Someone working on writing to the new data model</li><li>Someone working on reading from the new data model</li><li>Someone building the new functionality enabled by the new data model</li></ul><div class="callout"><p class="">🗣️ Confession: we don’t always do all of these steps. We try to choose ‘horses for courses’, and adapt our approach based on the context that we’re working in. For example, if we’re touching authentication, we’d do the more rigorous version, but if we’re changing a less important feature that’s not widely used, we’ll cut corners to optimise for pace.</p></div></div><div class="flex justify-between"><div class="flex gap-3"></div><div class="flex gap-6"><button title="Bluesky" class="relative"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512" class="shrink-0 size-6 text-content-primary transition-colors hover:text-alarmalade-500"><path fill="currentColor" d="M407.8 294.7c-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3M288 227.1c-26.1-50.7-97.1-145.2-163.1-191.8C61.6-9.4 37.5-1.7 21.6 5.5 3.3 13.8 0 41.9 0 58.4S9.1 194 15 213.9c19.5 65.7 89.1 87.9 153.2 80.7 3.3-.5 6.6-.9 10-1.4-3.3.5-6.6 1-10 1.4-93.9 14-177.3 48.2-67.9 169.9C220.6 589.1 265.1 437.8 288 361.1c22.9 76.7 49.2 222.5 185.6 103.4 102.4-103.4 28.1-156-65.8-169.9-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3 64.1 7.1 133.6-15.1 153.2-80.7C566.9 194 576 75 576 58.4s-3.3-44.7-21.6-52.9c-15.8-7.1-40-14.9-103.2 29.8C385.1 81.9 314.1 176.4 288 227.1"></path></svg></button><button title="LinkedIn" class="relative"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-6 text-content-primary transition-colors hover:text-alarmalade-500"><path fill="currentColor" d="M0 1.43C0 .648.664 0 1.484 0h17.032C19.336 0 20 .64 20 1.43v17.14c0 .782-.664 1.43-1.484 1.43H1.484C.664 20 0 19.36 0 18.57z"></path><path fill="#fff" d="M6.078 16.734v-9H3.086v9zM4.586 6.5c1.04 0 1.688-.687 1.688-1.555-.016-.883-.649-1.554-1.664-1.554-1.024 0-1.696.672-1.696 1.562 0 .86.649 1.555 1.656 1.555h.016zm3.149 10.234h2.992V11.72c0-.274.023-.547.101-.735.211-.53.703-1.093 1.532-1.093 1.085 0 1.515.828 1.515 2.03v4.821h3v-5.156c0-2.766-1.476-4.063-3.437-4.063a2.98 2.98 0 0 0-2.72 1.524h.017V7.734h-3c.039.844 0 9 0 9"></path></svg></button><button title="X" class="relative"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20" class="shrink-0 size-6 text-content-primary transition-colors hover:text-alarmalade-500"><path fill="currentColor" d="M15.751.729h3.067l-6.7 7.766L20 19.062h-6.172l-4.833-6.409-5.531 6.41H.394l7.167-8.307L0 .729h6.328l4.37 5.858zm-1.076 16.472h1.7L5.404 2.493H3.58z"></path></svg></button><button title="Reddit" class="relative"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="shrink-0 size-6 text-content-primary transition-colors hover:text-alarmalade-500"><path fill="currentColor" d="M0 256C0 114.6 114.6 0 256 0s256 114.6 256 256-114.6 256-256 256H37.1c-13.7 0-20.5-16.5-10.9-26.2L75 437C28.7 390.7 0 326.7 0 256m349.6-102.4c23.6 0 42.7-19.1 42.7-42.7s-19.1-42.7-42.7-42.7c-20.6 0-37.8 14.6-41.8 34-34.5 3.7-61.4 33-61.4 68.4v.2c-37.5 1.6-71.8 12.3-99 29.1-10.1-7.8-22.8-12.5-36.5-12.5-33 0-59.8 26.8-59.8 59.8 0 24 14.1 44.6 34.4 54.1 2 69.4 77.6 125.2 170.6 125.2s168.7-55.9 170.6-125.3c20.2-9.6 34.1-30.2 34.1-54 0-33-26.8-59.8-59.8-59.8-13.7 0-26.3 4.6-36.4 12.4-27.4-17-62.1-27.7-100-29.1v-.2c0-25.4 18.9-46.5 43.4-49.9 4.4 18.8 21.3 32.8 41.5 32.8zm-172.5 93.3c16.7 0 29.5 17.6 28.5 39.3s-13.5 29.6-30.3 29.6-31.4-8.8-30.4-30.5S160.3 247 177 247zm190.1 38.3c1 21.7-13.7 30.5-30.4 30.5s-29.3-7.9-30.3-29.6 11.8-39.3 28.5-39.3 31.2 16.6 32.1 38.3zm-48.1 56.7c-10.3 24.6-34.6 41.9-63 41.9s-52.7-17.3-63-41.9c-1.2-2.9.8-6.2 3.9-6.5 18.4-1.9 38.3-2.9 59.1-2.9s40.7 1 59.1 2.9c3.1.3 5.1 3.6 3.9 6.5"></path></svg></button></div></div><div class="p-8 bg-white border border-stroke-primary rounded-lg flex flex-col gap-4 flame-background lg:flex-row"><div class="flex-1 flex flex-col gap-4 justify-between flex-grow items-center lg:flex-row"><div class="flex gap-4 items-center"><span class="relative overflow-hidden block align-top w-25 h-25 rounded-full object-cover ring-1 ring-inset ring-black/10"><img alt="Picture of Lisa Karlin Curtis" loading="lazy" width="250" height="250" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ffdd2d553f58284a7641cb96adad76b70c273d127-690x690.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ffdd2d553f58284a7641cb96adad76b70c273d127-690x690.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=640&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ffdd2d553f58284a7641cb96adad76b70c273d127-690x690.png%3Fw%3D250%26h%3D250%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=640&amp;q=75"/></span><div class="text-pretty"><div class="text-content-primary text-body-emphasis">Lisa Karlin Curtis</div><div class="text-alarmalade-600 text-body-xs">Technical Lead</div></div></div><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] border border-stroke-primary hover:border-stroke-hover text-content-primary dark:text-white text-body-emphasis h-[41px] px-4 py-2 max-sm:w-full" href="/blog/author/lisa">View more<!-- --> <span class="hidden sm:inline">from <!-- -->Lisa</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block size-5 group-hover/button:translate-x-1"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg></a></div></div></div></section><section class="flex flex-col gap-6"><div class="flex flex-col md:flex-row justify-between gap-4"><h2 class="text-h3">See related articles</h2><a class="relative gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-emphasis h-[41px] px-4 py-2 hidden md:block" href="/blog">View all<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block size-5 group-hover/button:translate-x-1"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg></a></div><div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-8 md:gap-4"><a id="59bb806c-b2d4-4e43-ac1a-ce346a36d81d" class="group flex flex-col" href="/blog/interning-at-incident-io-rate-limiting-resiliently"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&amp;_img]:transition-all [&amp;_img]:rounded-lg group-hover:[&amp;_img]:rounded"><img alt="Interning at incident.io: rate limiting, resiliently" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">Interning at incident.io: rate limiting, resiliently</h3><p class="text-body-sm line-clamp-2">Our rate limiter depends on Valkey. If Valkey goes down we fail open and stop limiting which isn&#x27;t good enough for our platform. As an intern, I built per-pod in-memory top-k buffers so we keep rate limiting even with the backing store gone.</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Anthony Oparaocha" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008.jpg%3Frect%3D650%2C357%2C3335%2C3335%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Anthony Oparaocha</span></span></div><div class="text-body-sm text-content-secondary">September 2, 2026</div></div></div></a><a id="f3ee3736-294b-4170-a14c-04abb899cc18" class="group flex flex-col" href="/blog/we-turned-off-pub-sub-and-nobody-noticed"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&amp;_img]:transition-all [&amp;_img]:rounded-lg group-hover:[&amp;_img]:rounded"><img alt="We turned off Pub/Sub and nobody noticed" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">We turned off Pub/Sub and nobody noticed</h3><p class="text-body-sm line-clamp-2">Our entire event-driven platform ran through a single message broker, which made it a single point of failure. So we added a second one.
This is the story of building an event load balancer, the queuing theory behind it, and the final chaos test where we turned off Pub/Sub in production and nobody noticed.</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Patrick Hamann" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369.png%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Patrick Hamann</span><div class="text-body-sm-emphasis text-content-tertiary grow">+</div></span><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Mike Fisher" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F03534500cc455a88eb475ec447557953e2db55c7-512x512.jpg%3Fw%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Mike Fisher</span></span></div><div class="text-body-sm text-content-secondary">August 11, 2026</div></div></div></a><a id="c2f628cf-31ed-4847-9b2e-35efdafa9f58" class="group flex flex-col" href="/blog/dont-add-a-read-replica-until-youve-read-this"><div class="bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video"><span class="block align-top w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [&amp;_img]:transition-all [&amp;_img]:rounded-lg group-hover:[&amp;_img]:rounded"><img alt="Don&#x27;t add a read replica until you&#x27;ve read this" loading="lazy" width="2400" height="1285" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75"/></span></div><div class="max-w-[546px] grow flex flex-col gap-2"><h3 class="text-h4 text-pretty">Don&#x27;t add a read replica until you&#x27;ve read this</h3><p class="text-body-sm line-clamp-2">Our learnings from implementing a product-wide read replica migrations, including some useful patterns for routing queries to replica and primary</p><div class="flex flex-wrap items-center gap-x-4 gap-y-1"><div class="flex items-center gap-2 flex-wrap"><span class="flex items-center gap-2"><div class="size-[22px] rounded-full overflow-hidden shrink-0"><span class="relative overflow-hidden block align-top"><img alt="Johanna Larsson" loading="lazy" width="100" height="100" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=128&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2Ff709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328.jpg%3Frect%3D0%2C447%2C2435%2C2435%26w%3D100%26h%3D100%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=256&amp;q=75"/></span></div><span class="text-body-sm-emphasis leading-[1.1]">Johanna Larsson</span></span></div><div class="text-body-sm text-content-secondary">July 21, 2026</div></div></div></a></div><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-surface-secondary hover:bg-surface-tertiary active:bg-surface-quaternary text-content-primary text-body-emphasis h-[41px] px-4 py-2 md:hidden" href="/blog">View all<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" fill="none" class="transition ease-in-out inline-block size-5 group-hover/button:translate-x-1"><path d="M12.8 8.59965H3.00002C2.66882 8.59965 2.40002 8.33085 2.40002 7.99965C2.40002 7.66845 2.66882 7.39965 3.00002 7.39965H12.8C13.1312 7.39965 13.4 7.66845 13.4 7.99965C13.4 8.33085 13.1312 8.59965 12.8 8.59965Z" fill="currentColor"></path><path d="M9.60002 11.9996C9.53122 11.9996 9.46082 11.9876 9.39202 11.9628C9.08082 11.8476 8.92242 11.5028 9.03682 11.1924C9.66242 9.49645 10.7328 8.53005 11.5816 8.00045C10.7328 7.47085 9.66322 6.50445 9.03682 4.80845C8.92162 4.49725 9.08082 4.15245 9.39202 4.03805C9.70322 3.92125 10.048 4.08285 10.1624 4.39325C11.0656 6.84205 13.0656 7.39805 13.1496 7.42045C13.4144 7.49085 13.5992 7.73085 13.5976 8.00365C13.596 8.27725 13.412 8.51565 13.1464 8.58285C13.0648 8.60445 11.0656 9.16045 10.1624 11.6092C10.0728 11.8516 9.84402 12.0012 9.59922 12.0012L9.60002 11.9996Z" fill="currentColor"></path></svg></a></section><hr class="h-px w-full border-stroke-primary dark:border-stroke-invert max-w-[1192px] mx-auto"/><section class=""><div class="mx-auto flex flex-col gap-3 items-center text-center mb-10"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 246 151" class="w-[96px] sm:w-[246px]"><g fill="#E4D9C8" clip-path="url(#server-racks_svg__a)"><path d="M64.585 70.707c0-2.056-.082-3.562.024-5.051.103-1.436-.6-1.805-1.861-1.941a65 65 0 0 1-7.613-1.077c-3.706-.858-5.644-2.95-5.676-6.699-.058-6.805.239-13.615.449-20.422.058-1.908.982-3.522 2.753-4.233 2.345-.941 4.79-2.126 7.238-2.24 18.487-.86 36.98-1.648 55.481-2.117 11.857-.3 23.731-.09 35.595.054a57 57 0 0 1 9.753 1.07c4.438.833 6.258 2.847 6.862 7.275.842 6.162 1.19 12.354.082 18.52-1.066 5.937-3.995 8.578-10.004 9.166-1.849.18-3.713.194-5.57.283-2.641.128-2.717.233-2.193 3.277.811.066 1.674.146 2.538.205 1.855.127 3.719.177 5.566.373 7.408.788 9.507 2.64 10.162 10.009.495 5.104.571 10.24.228 15.357-.499 6.596-3.609 9.422-10.143 10.138-3.423.375-6.867.55-10.527.834l.252 4.773c.904.089 1.755.16 2.605.257 3.426.404 6.88.656 10.267 1.276 3.231.59 5.469 2.576 6.018 5.942 1.088 6.676 1.473 13.391.219 20.086-1.048 5.591-4.045 8.412-9.78 8.719-7.337.394-14.688.47-22.035.565-20.19.259-40.38.518-60.57.638-5.216.031-10.436-.425-15.652-.715a22.4 22.4 0 0 1-3.668-.575c-4.525-1.023-6.462-3.047-6.5-7.718-.053-6.454.272-12.911.478-19.365.068-2.122 1.05-3.869 3.03-4.626 2.92-1.121 5.95-1.953 9.486-3.083l.563-4.066c-2.14-.331-4.057-.545-5.937-.936-4.235-.88-6.258-2.95-6.376-7.261-.179-6.54-.028-13.09.036-19.637.02-2.116.97-3.888 2.945-4.679a57 57 0 0 1 7.496-2.328c1.145-.282 2.418-.048 3.98-.048m44.498 26.886v-.361c3.006 0 6.014.073 9.018-.013q18.975-.54 37.945-1.17c3.85-.129 4.805-.875 4.939-4.7.17-4.846-.075-9.708-.159-14.562-.03-1.658-.782-2.612-2.57-2.684-1.676-.068-3.343-.377-5.019-.44-20.993-.78-41.932.383-62.865 1.777q-16.68 1.11-33.377 1.992c-1.774.096-2.039 1-1.95 2.406.344 5.476.702 10.946 1.01 16.421.107 1.895 1.158 2.659 2.918 2.678 7.868.085 15.744.4 23.606.176 8.842-.255 17.67-.993 26.504-1.52m-3.848 17.2-.011.352c-6.008.319-12.016.691-18.03.941q-15.382.639-30.772 1.117c-1.843.053-2.273.911-2.207 2.482.212 5.126.382 10.256.603 15.382.13 3.064.388 3.552 3.583 3.706 7.596.368 15.206.751 22.809.65 15.132-.2 30.259-.767 45.39-1.095 9.469-.205 18.943-.217 28.412-.386 3.548-.064 4.589-.837 4.793-4.285.292-4.929.178-9.883.21-14.826.012-1.662-.765-2.628-2.522-2.769-1.939-.155-3.866-.581-5.804-.613-15.485-.257-30.969-.447-46.454-.656m.038-81.623-.009.412c-5.127.256-10.253.547-15.382.76-10.875.452-21.75.908-32.63 1.244-1.821.056-2.617.56-2.533 2.416.229 5.038.39 10.079.598 15.118.143 3.469.346 3.918 3.783 4.084 7.51.362 15.035.718 22.548.616 14.691-.2 29.376-.763 44.066-1.083 9.912-.217 19.828-.248 29.74-.416 3.677-.062 4.643-.783 4.884-4.472.305-4.664.291-9.357.207-14.036-.053-2.83-.368-3.002-3.272-3.453a31 31 0 0 0-4.219-.46q-23.889-.397-47.781-.73m34.918 70.226-71.115 2.452.699 4.303 70.15-2.374zM71.847 70.004l69.494-3.832q.182-.503.26-1.032-.016-.9-.156-1.79l-70.394.867c.192 1.914.334 3.403.5 4.891q.106.462.294.896z"></path><path d="M86.987 89.137c-4.978.235-11.428.551-17.88.834-1.144.05-2.415.254-3.406-.151-.893-.366-1.921-1.399-2.067-2.275-.115-.69.869-2.023 1.64-2.298a17.7 17.7 0 0 1 5.194-.918q19.227-.75 38.46-1.35a21.3 21.3 0 0 1 3.698.25c1.445.208 2.544 1.01 2.609 2.555s-1.004 2.499-2.399 2.76c-1.821.35-3.669.54-5.524.567-6.282.067-12.565.026-20.325.026M153.008 88.199a3.404 3.404 0 0 1-3.32-3.416c.074-2.035 1.458-3.543 3.218-3.509a3.72 3.72 0 0 1 3.509 3.606 3.373 3.373 0 0 1-3.407 3.319M141.657 88.559a3.414 3.414 0 0 1-3.403-3.347c-.019-1.875 1.177-2.952 3.26-2.938 2.153.013 3.504 1.246 3.436 3.136a3.315 3.315 0 0 1-3.293 3.148M128.268 82.723a3.27 3.27 0 0 1 3.137 2.968 2.86 2.86 0 0 1-.907 2.118 2.86 2.86 0 0 1-2.176.758 2.95 2.95 0 0 1-2.801-2.94 2.74 2.74 0 0 1 .749-2.043 2.75 2.75 0 0 1 1.998-.861M87.676 130.021h-19.35q-1.591.05-3.179-.069c-1.452-.156-2.566-.86-2.632-2.465-.06-1.486.95-2.276 2.254-2.539a26 26 0 0 1 4.727-.599q19.49-.294 38.979-.466c1.14-.011 2.427-.064 3.382.422.962.489 2.188 1.612 2.206 2.481.019.879-1.14 2.071-2.079 2.6-.926.522-2.222.51-3.357.517-6.984.041-13.967.02-20.948.02zM151.787 123.145a3.65 3.65 0 0 1 3.615 3.514 3.375 3.375 0 0 1-3.115 3.372 3.38 3.38 0 0 1-3.551-3.2c-.06-1.981 1.311-3.637 3.051-3.686M137.269 126.814c-.026-1.853 1.215-2.999 3.224-2.977 2.127.025 3.489 1.271 3.435 3.146a3.283 3.283 0 0 1-3.26 3.148 3.4 3.4 0 0 1-3.399-3.317M127.531 129.834a2.91 2.91 0 0 1-3.004-2.959 2.8 2.8 0 0 1 .192-1.087 2.802 2.802 0 0 1 2.587-1.784 3.305 3.305 0 0 1 3.067 3.025 2.77 2.77 0 0 1-.828 2.003 2.776 2.776 0 0 1-2.014.802"></path></g><g fill="#E4D9C8" clip-path="url(#server-racks_svg__b)"><path d="M155.218 63.963c1.78-1.028 3.043-1.853 4.386-2.505 1.294-.629 1.263-1.422.75-2.582a65 65 0 0 1-2.874-7.132c-1.109-3.639-.267-6.362 2.964-8.265 5.864-3.453 11.911-6.6 17.91-9.822 1.681-.903 3.541-.91 5.042.268 1.988 1.56 4.237 3.085 5.56 5.148 9.987 15.58 19.917 31.202 29.573 46.99 6.188 10.118 11.944 20.506 17.752 30.853a57 57 0 0 1 3.948 8.981c1.498 4.26.664 6.843-2.868 9.58-4.916 3.81-10.104 7.208-15.998 9.331-5.674 2.045-9.426.829-12.94-4.081-1.08-1.51-2.024-3.118-3.031-4.682-1.431-2.223-1.56-2.236-3.933-.261.348.736.71 1.523 1.091 2.301.818 1.67 1.706 3.309 2.461 5.007 3.02 6.809 2.465 9.553-3.588 13.804a94 94 0 0 1-13.186 7.877c-5.961 2.865-9.964 1.586-13.851-3.715-2.036-2.777-3.91-5.672-5.985-8.7-1.337.868-2.558 1.66-4.008 2.605.375.827.739 1.599 1.079 2.385 1.363 3.168 2.872 6.286 4.029 9.529 1.105 3.092.504 6.024-2.137 8.182-5.237 4.281-10.86 7.972-17.285 10.233-5.366 1.888-9.308.703-12.442-4.11-4.009-6.157-7.751-12.485-11.506-18.801-10.32-17.354-20.639-34.71-30.838-52.136-2.634-4.501-4.85-9.25-7.206-13.912a22.3 22.3 0 0 1-1.336-3.465c-1.377-4.43-.592-7.119 3.434-9.488 5.562-3.272 11.317-6.22 17.01-9.268 1.871-1.002 3.875-1.025 5.521.312 2.43 1.968 4.666 4.176 7.413 6.673l3.802-1.546c-.784-2.019-1.556-3.786-2.158-5.61-1.355-4.107-.574-6.894 3.1-9.152 5.575-3.424 11.324-6.57 17.024-9.787 1.843-1.04 3.853-1.105 5.525.211a57 57 0 0 1 5.764 5.328c.817.85 1.251 2.07 2.032 3.422m-1.036 51.979.313-.181c1.503 2.604 2.944 5.245 4.52 7.804a7868 7868 0 0 0 19.986 32.277c2.036 3.269 3.161 3.723 6.54 1.927 4.282-2.276 8.37-4.919 12.531-7.419 1.421-.855 1.872-1.983 1.04-3.568-.779-1.485-1.345-3.084-2.129-4.567-9.82-18.571-21.297-36.122-32.971-53.554a2405 2405 0 0 1-18.413-27.91c-.971-1.488-1.886-1.265-3.059-.485-4.571 3.036-9.129 6.081-13.716 9.086-1.588 1.04-1.724 2.331-.86 3.865 3.86 6.857 7.525 13.835 11.65 20.532 4.641 7.53 9.694 14.806 14.568 22.193m-16.819 5.268-.311.166c-3.28-5.043-6.606-10.06-9.83-15.144a2962 2962 0 0 1-16.352-26.09c-.968-1.57-1.926-1.513-3.254-.671-4.333 2.747-8.69 5.459-13.02 8.213-2.588 1.646-2.882 2.112-1.418 4.956 3.48 6.762 6.953 13.545 10.842 20.078 7.739 13.005 15.794 25.822 23.643 38.762 4.913 8.098 9.659 16.296 14.541 24.412 1.829 3.041 3.019 3.556 6.107 2.009 4.415-2.212 8.648-4.788 12.945-7.231 1.445-.821 1.893-1.977 1.137-3.569-.835-1.757-1.43-3.639-2.371-5.333-7.52-13.539-15.098-27.044-22.659-40.559zm70.707-40.779-.362.198c-2.785-4.312-5.6-8.605-8.349-12.941-5.829-9.193-11.661-18.383-17.392-27.636-.96-1.55-1.794-1.987-3.359-.986-4.249 2.717-8.534 5.377-12.794 8.077-2.932 1.858-3.22 2.259-1.645 5.318 3.442 6.685 6.896 13.38 10.741 19.835 7.518 12.623 15.349 25.06 22.971 37.621 5.143 8.476 10.128 17.047 15.23 25.548 1.892 3.153 3 3.629 6.315 1.993 4.191-2.068 8.249-4.427 12.259-6.839 2.424-1.461 2.415-1.819 1.354-4.56a31 31 0 0 0-1.711-3.883 18099 18099 0 0 0-23.258-41.745m-43.359 65.353-37.682-60.362-3.376 2.757 37.131 59.565zM159.457 69.9l38.066 58.268q.526-.094 1.023-.291a13 13 0 0 0 1.472-1.03l-35.947-60.53c-1.561 1.124-2.78 1.99-3.986 2.879q-.347.322-.628.703"></path><path d="M150.457 92.578c-2.692-4.194-6.191-9.622-9.662-15.068-.615-.966-1.428-1.964-1.573-3.025-.129-.957.251-2.363.937-2.927.541-.445 2.187-.26 2.811.271a17.7 17.7 0 0 1 3.391 4.039A4854 4854 0 0 1 166.76 108.5a21.3 21.3 0 0 1 1.634 3.328c.542 1.355.397 2.707-.909 3.536s-2.666.381-3.591-.696a32 32 0 0 1-3.252-4.501c-3.199-5.407-6.305-10.869-10.185-17.59M184.28 149.285a3.4 3.4 0 0 1 1.298-4.584c1.799-.952 3.797-.508 4.648 1.033a3.717 3.717 0 0 1-1.369 4.842 3.37 3.37 0 0 1-4.577-1.291M178.294 139.634a3.417 3.417 0 0 1 1.196-4.62c1.614-.953 3.145-.457 4.175 1.355 1.065 1.871.673 3.657-.999 4.543a3.31 3.31 0 0 1-4.372-1.278M176.653 125.122a3.27 3.27 0 0 1-1.002 4.201 2.85 2.85 0 0 1-2.288.273 2.86 2.86 0 0 1-1.744-1.506 2.95 2.95 0 0 1 1.145-3.896 2.76 2.76 0 0 1 3.15.098c.3.224.552.506.739.83M186.448 73.394l-9.544-16.53c-.532-.921-1.097-1.819-1.591-2.756-.721-1.368-.93-2.801.481-3.807 1.576-1.122 2.881-.221 3.899 1.011a32 32 0 0 1 2.794 3.866 6645 6645 0 0 1 18.701 31.457c.85 1.44 1.751 2.946 2.124 4.54a4.12 4.12 0 0 1-.831 3.278c-1.052 1.098-2.52.558-3.536-.47a14 14 0 0 1-2.086-2.716c-3.482-5.951-6.912-11.932-10.36-17.903zM218.587 129.118a3.33 3.33 0 0 1 1.119-4.637c1.726-1.001 3.831-.586 4.695.927a3.713 3.713 0 0 1-1.16 4.722 3.33 3.33 0 0 1-3.748-.054 3.3 3.3 0 0 1-.906-.958M212.767 119.233a3.34 3.34 0 0 1-.409-2.529 3.34 3.34 0 0 1 1.498-2.077c1.601-.985 3.196-.519 4.197 1.232 1.063 1.859.697 3.653-.93 4.565a3.235 3.235 0 0 1-4.356-1.191M206.259 107.429a2.89 2.89 0 0 1 1.472-3.95c1.466-.588 2.78-.347 3.604 1.132a3.167 3.167 0 0 1-1.339 4.267 2.836 2.836 0 0 1-3.737-1.449"></path></g><path fill="#E4D9C8" d="M153.387 37.918c-.642.435-1.268.644-2.099.39-2.077-.636-4.188-1.16-6.288-1.721-.362-.097-.733-.152-1.24-.254.017.398.018.702.046 1.003q.151.977.186 1.965c-.034 1.143-.887 1.686-1.964 1.291a6.6 6.6 0 0 1-1.13-.59 66 66 0 0 1-9.969-7.292c-.604-.544-1.137-1.133-1.196-1.976.684-1.128 1.694-1.179 2.767-.912 1.184.295 2.352.657 3.669 1.028-.194-1.042-.355-2.004-.558-2.957-.122-.57-.289-1.165.244-1.576.593-.458 1.26-.33 1.87.029 1.309.766 2.609 1.547 3.91 2.326 2.6 1.56 5.208 3.105 7.792 4.69q1.576.952 3.028 2.082c.41.324.634.883.941 1.335zM168.257 2.815c.757.17 1.338.483 1.721 1.263.958 1.95 2.021 3.847 3.05 5.762.177.33.392.638.664 1.078.278-.285.499-.494.699-.72q.608-.78 1.305-1.48c.858-.759 1.837-.509 2.286.547q.232.598.343 1.228a66 66 0 0 1 1.509 12.259c.016.812-.048 1.604-.622 2.224-1.29.273-2.019-.428-2.559-1.393-.596-1.065-1.132-2.164-1.763-3.378-.626.854-1.217 1.63-1.773 2.43-.332.479-.651 1.009-1.315.902-.741-.12-1.103-.694-1.26-1.383-.337-1.48-.658-2.961-.98-4.444-.643-2.962-1.302-5.921-1.915-8.89a31 31 0 0 1-.555-3.632c-.045-.521.21-1.067.329-1.6z"></path><defs><clipPath id="server-racks_svg__a"><path fill="#fff" d="M48.644 83.479c0-9.395 7.616-17.012 17.01-17.012h102.878v79.386H48.644z"></path></clipPath><clipPath id="server-racks_svg__b"><path fill="#fff" d="m185.411 28.395 59.945 103.826-32.271 18.632L153.14 47.026z"></path></clipPath></defs></svg><h2 class="text-h3 md:text-h2 text-balance max-w-[588px]">So good, you’ll break things on purpose</h2><p class="text-body md:text-body-lg max-w-[588px]">Ready for modern incident management? Book a call with one of our experts today.</p></div><div class="flex gap-4 flex-col lg:flex-row lg:gap-4"><div class="basis-1/2"><img alt="Signup image" loading="lazy" width="1176" height="641" decoding="async" data-nimg="1" class="w-full h-full object-cover rounded-lg" style="color:transparent" srcSet="/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fsignup-image.1f5nktjcty_re.png&amp;w=1200&amp;q=75 1x, /_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fsignup-image.1f5nktjcty_re.png&amp;w=3840&amp;q=75 2x" src="/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fsignup-image.1f5nktjcty_re.png&amp;w=3840&amp;q=75"/></div><div class="basis-1/2 flex flex-col gap-6 bg-surface-secondary rounded-lg p-6"><div class="grow"><h3 class="text-body-emphasis mb-2">We’d love to talk to you about</h3><ul class="flex flex-col gap-2 text-body-serif grow"><li class="flex gap-1"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="21" viewBox="0 0 20 21" fill="none" class="mt-0.5"><path d="M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z" fill="#F25533"></path></svg>All-in-one incident management</li><li class="flex gap-1"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="21" viewBox="0 0 20 21" fill="none" class="mt-0.5"><path d="M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z" fill="#F25533"></path></svg>Our unmatched speed of deployment</li><li class="flex gap-1"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="21" viewBox="0 0 20 21" fill="none" class="mt-0.5"><path d="M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z" fill="#F25533"></path></svg>Why we’re loved by users and easily adopted</li><li class="flex gap-1"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="21" viewBox="0 0 20 21" fill="none" class="mt-0.5"><path d="M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z" fill="#F25533"></path></svg>How we work for the whole organization</li></ul></div><div class="flex justify-between items-center"><div class="w-full flex gap-4 flex-col sm:flex-row whitespace-nowrap"><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] bg-alarmalade-500 text-content-invert hover:bg-alarmalade-600 active:bg-alarmalade-700 text-body-emphasis h-[49px] px-5 py-3" id="homepage-signup-card-request-a-demo" href="/demo">Get a demo</a><a class="relative inline-flex gap-2 items-center justify-center rounded-full focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-offset-2 disabled:opacity-60 group/button cursor-pointer transition-[color,background-color,border-color,opacity,transform] border border-stroke-primary hover:border-stroke-hover text-content-primary dark:text-white text-body-emphasis h-[49px] px-5 py-3" id="homepage-signup-card-sign-up" href="/free-trial">Get started for free</a></div><div class="-space-x-1 hidden md:flex"><span class="relative overflow-hidden block align-top size-10 rounded-full border-2 border-surface-secondary"><img alt="Eryn Carman" loading="lazy" width="943" height="943" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F13c3df986e33da4b270a0ede8c6859982f9f87f9-943x943.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1080&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F13c3df986e33da4b270a0ede8c6859982f9f87f9-943x943.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F13c3df986e33da4b270a0ede8c6859982f9f87f9-943x943.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75"/></span><span class="relative overflow-hidden block align-top size-10 rounded-full border-2 border-surface-secondary"><img alt="Lucy Jennings" loading="lazy" width="800" height="800" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4a76d0ae3b8eef5d16f525ac375b3570563346a3-800x800.jpg%3Frect%3D263%2C175%2C351%2C341%26w%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=828&amp;q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4a76d0ae3b8eef5d16f525ac375b3570563346a3-800x800.jpg%3Frect%3D263%2C175%2C351%2C341%26w%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F4a76d0ae3b8eef5d16f525ac375b3570563346a3-800x800.jpg%3Frect%3D263%2C175%2C351%2C341%26w%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=1920&amp;q=75"/></span><span class="relative overflow-hidden block align-top size-10 rounded-full border-2 border-surface-secondary"><img alt="Rory Malcolm" loading="lazy" width="3024" height="4032" decoding="async" data-nimg="1" class="!m-0 w-full h-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1e715111dcf04d620a13db5d6b70d9a19b74033f-3024x4032.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75 1x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Foqy5aexb%2Fproduction%2F1e715111dcf04d620a13db5d6b70d9a19b74033f-3024x4032.jpg%3Fw%3D2000%26q%3D80%26fit%3Dmax%26auto%3Dformat&amp;w=3840&amp;q=75"/></span></div></div></div></div></section><footer class="grid grid-cols-2 gap-x-4 gap-y-8 md:grid-cols-4 pb-6 lg:pb-14 lg:pt-20 text-content-primary"><div class="flex flex-col justify-between gap-3 order-last md:order-first"><a class="grow transition hover:opacity-90" href="/"><span class="sr-only">incident.io</span><span class="flex size-9 items-center justify-center rounded-lg bg-alarmalade-500"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 32 32" class="shrink-0 size-8 text-white"><path fill="currentColor" d="M14.957 4.18a.728.728 0 0 1 1.199-.248c.907 1.004 2.024 3.196 2.39 5.682.234 1.593.035 2.266.57 2.266.573 0 .948-.87 1.03-1.77.053-.575.623-.768 1.017-.575 1.892.927 3.823 5.34 4.29 7.506.146.68.242 1.381.242 2.105 0 4.413-3.111 8.113-7.307 9.13v-3.512h-4.624v3.518c-4.21-1.006-7.334-4.714-7.334-9.136 0-2.55 1.077-4.573 2.725-6.558 1.366-1.645 4.74-6.003 5.802-8.408m1.159 12.272a.3.3 0 0 0-.177.075c-.054.052-.068.113-.097.233-.346 1.457-2.458 1.92-2.459 4.06 0 1.403 1.2 2.54 2.679 2.54 1.48 0 2.68-1.136 2.68-2.54 0-2.236-1.647-3.835-2.468-4.32-.055-.033-.083-.05-.158-.049"></path></svg></span></a><div class="flex flex-col gap-3"><div class="flex items-center gap-3"><a href="https://bsky.app/profile/incident.io" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">BlueSky</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512" class="size-4 md:size-5" aria-hidden="true"><path fill="currentColor" d="M407.8 294.7c-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3M288 227.1c-26.1-50.7-97.1-145.2-163.1-191.8C61.6-9.4 37.5-1.7 21.6 5.5 3.3 13.8 0 41.9 0 58.4S9.1 194 15 213.9c19.5 65.7 89.1 87.9 153.2 80.7 3.3-.5 6.6-.9 10-1.4-3.3.5-6.6 1-10 1.4-93.9 14-177.3 48.2-67.9 169.9C220.6 589.1 265.1 437.8 288 361.1c22.9 76.7 49.2 222.5 185.6 103.4 102.4-103.4 28.1-156-65.8-169.9-3.3-.4-6.7-.8-10-1.3 3.4.4 6.7.9 10 1.3 64.1 7.1 133.6-15.1 153.2-80.7C566.9 194 576 75 576 58.4s-3.3-44.7-21.6-52.9c-15.8-7.1-40-14.9-103.2 29.8C385.1 81.9 314.1 176.4 288 227.1"></path></svg></a><a href="https://www.linkedin.com/company/incident-io/" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">LinkedIn</span><svg viewBox="0 0 256 256" class="size-4 md:size-5" aria-hidden="true"><g fill="none"><path fill="currentColor" d="M0 18.3C0 8.3 8.5 0 19 0h218c10.5 0 19 8.2 19 18.3v219.4c0 10-8.5 18.3-19 18.3H19c-10.5 0-19-8.2-19-18.3z"></path><path fill="#fff" d="M77.8 214.2V99H39.5v115.2zm-19.1-131c13.3 0 21.6-8.8 21.6-19.9C80.1 52 72 43.4 59 43.4c-13.1 0-21.7 8.6-21.7 20 0 11 8.3 19.9 21.2 19.9h.2zm40.3 131h38.3V150c0-3.5.3-7 1.3-9.4 2.7-6.8 9-14 19.6-14 13.9 0 19.4 10.6 19.4 26v61.7H216v-66c0-35.4-18.9-52-44-52a38.2 38.2 0 0 0-34.8 19.5h.2V99H99c.5 10.8 0 115.2 0 115.2"></path></g></svg></a><a href="https://x.com/incident_io" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">X</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 24 25" class="size-4 md:size-5" aria-hidden="true"><path fill="currentColor" d="M18.901 1.875h3.68l-8.04 9.319L24 23.875h-7.406l-5.8-7.691-6.638 7.691H.474l8.6-9.968L0 1.875h7.594l5.243 7.03zM17.61 21.641h2.039L6.486 3.991H4.298z"></path></svg></a><a href="https://www.reddit.com/user/incident-io/" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">Reddit</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="size-4 md:size-5" aria-hidden="true"><path fill="currentColor" d="M0 256C0 114.6 114.6 0 256 0s256 114.6 256 256-114.6 256-256 256H37.1c-13.7 0-20.5-16.5-10.9-26.2L75 437C28.7 390.7 0 326.7 0 256m349.6-102.4c23.6 0 42.7-19.1 42.7-42.7s-19.1-42.7-42.7-42.7c-20.6 0-37.8 14.6-41.8 34-34.5 3.7-61.4 33-61.4 68.4v.2c-37.5 1.6-71.8 12.3-99 29.1-10.1-7.8-22.8-12.5-36.5-12.5-33 0-59.8 26.8-59.8 59.8 0 24 14.1 44.6 34.4 54.1 2 69.4 77.6 125.2 170.6 125.2s168.7-55.9 170.6-125.3c20.2-9.6 34.1-30.2 34.1-54 0-33-26.8-59.8-59.8-59.8-13.7 0-26.3 4.6-36.4 12.4-27.4-17-62.1-27.7-100-29.1v-.2c0-25.4 18.9-46.5 43.4-49.9 4.4 18.8 21.3 32.8 41.5 32.8zm-172.5 93.3c16.7 0 29.5 17.6 28.5 39.3s-13.5 29.6-30.3 29.6-31.4-8.8-30.4-30.5S160.3 247 177 247zm190.1 38.3c1 21.7-13.7 30.5-30.4 30.5s-29.3-7.9-30.3-29.6 11.8-39.3 28.5-39.3 31.2 16.6 32.1 38.3zm-48.1 56.7c-10.3 24.6-34.6 41.9-63 41.9s-52.7-17.3-63-41.9c-1.2-2.9.8-6.2 3.9-6.5 18.4-1.9 38.3-2.9 59.1-2.9s40.7 1 59.1 2.9c3.1.3 5.1 3.6 3.9 6.5"></path></svg></a><a href="https://www.facebook.com/incident.io/" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">Facebook</span><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1365.33 1365.33" class="size-4 md:size-5" aria-hidden="true"><path fill="currentColor" d="M1365.333 682.667C1365.333 305.64 1059.693 0 682.667 0S0 305.64 0 682.667c0 340.738 249.641 623.16 576 674.373V880H402.667V682.667H576v-150.4c0-171.094 101.917-265.6 257.853-265.6 74.69 0 152.814 13.333 152.814 13.333v168h-86.083c-84.804 0-111.25 52.623-111.25 106.61v128.057h189.333L948.4 880H789.333v477.04c326.359-51.213 576-333.635 576-674.373"></path><path fill="transparent" d="m948.4 880 30.267-197.333H789.333V554.609C789.333 500.623 815.78 448 900.584 448h86.083V280s-78.124-13.333-152.814-13.333c-155.936 0-257.853 94.506-257.853 265.6v150.4H402.667V880H576v477.04a688 688 0 0 0 106.667 8.293c36.288 0 71.91-2.84 106.666-8.293V880z"></path></svg></a><a href="https://www.youtube.com/@incident-io" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">Youtube</span><svg class="size-4 md:size-5" xmlns="http://www.w3.org/2000/svg" viewBox="14.9 64 546.2 384"><path d="M549.7 124.1c-6.3-23.7-24.8-42.3-48.3-48.6C458.8 64 288 64 288 64S117.2 64 74.6 75.5c-23.5 6.3-42 24.9-48.3 48.6-11.4 42.9-11.4 132.3-11.4 132.3s0 89.4 11.4 132.3c6.3 23.7 24.8 41.5 48.3 47.8C117.2 448 288 448 288 448s170.8 0 213.4-11.5c23.5-6.3 42-24.2 48.3-47.8 11.4-42.9 11.4-132.3 11.4-132.3s0-89.4-11.4-132.3zm-317.5 213.5V175.2l142.7 81.2-142.7 81.2z" fill="currentColor"></path></svg></a><a href="/community" class="transition-colors text-content-primary hover:text-alarmalade-500 dark:hover:text-content-invert" target="_blank" rel="noopener noreferrer"><span class="sr-only">Slack Community</span><svg fill="currentColor" aria-hidden="true" viewBox="0 0 128 128" class="size-4 md:size-5"><path d="M27.255 80.719c0 7.33-5.978 13.317-13.309 13.317S.63 88.049.63 80.719s5.987-13.317 13.317-13.317h13.309zm6.709 0c0-7.33 5.987-13.317 13.317-13.317s13.317 5.986 13.317 13.317v33.335c0 7.33-5.986 13.317-13.317 13.317-7.33 0-13.317-5.987-13.317-13.317zM47.281 27.255c-7.33 0-13.317-5.978-13.317-13.309S39.951.63 47.281.63s13.317 5.987 13.317 13.317v13.309zm0 6.709c7.33 0 13.317 5.987 13.317 13.317s-5.986 13.317-13.317 13.317H13.946C6.616 60.598.63 54.612.63 47.281c0-7.33 5.987-13.317 13.317-13.317zM100.745 47.281c0-7.33 5.978-13.317 13.309-13.317s13.317 5.987 13.317 13.317-5.987 13.317-13.317 13.317h-13.309zm-6.709 0c0 7.33-5.987 13.317-13.317 13.317s-13.317-5.986-13.317-13.317V13.946C67.402 6.616 73.388.63 80.719.63c7.33 0 13.317 5.987 13.317 13.317zM80.719 100.745c7.33 0 13.317 5.978 13.317 13.309s-5.987 13.317-13.317 13.317-13.317-5.987-13.317-13.317v-13.309zm0-6.709c-7.33 0-13.317-5.987-13.317-13.317s5.986-13.317 13.317-13.317h33.335c7.33 0 13.317 5.986 13.317 13.317 0 7.33-5.987 13.317-13.317 13.317zm0 0"></path></svg></a></div><div class="text-body-xs dark:text-content-invert"><p>© <!-- -->2026<!-- --> Pineapple Technology Ltd.</p><p>All rights reserved.</p></div></div></div><div class="flex flex-col gap-y-3 md:pl-4 md:border-l md:border-alarmalade-200" style="order:1"><div class="text-body-serif-xs md:text-body-serif-sm text-alarmalade-500 dark:text-content-invert">Product</div><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/on-call">On-call</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/investigations">Investigations</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/respond">Incident Response</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/status-pages">Status Pages</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/changelog">Changelog</a></div><div class="flex flex-col gap-y-3 md:pl-4 md:border-l md:border-alarmalade-200" style="order:2"><div class="text-body-serif-xs md:text-body-serif-sm text-alarmalade-500 dark:text-content-invert">Learn</div><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/blog">Blog</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/customers">Customer Stories</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="https://docs.incident.io">Documentation</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/alternatives">Alternatives</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/community">Community</a></div><div class="flex flex-col gap-y-3 md:pl-4 md:border-l md:border-alarmalade-200" style="order:3"><div class="text-body-serif-xs md:text-body-serif-sm text-alarmalade-500 dark:text-content-invert">Company</div><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/legal">Legal</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="#">Privacy Choices</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/security">Security and Compliance</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="/careers">Careers</a><a class="block transition text-body-xs-emphasis md:text-body-sm hover:text-alarmalade-500 dark:text-content-invert" href="https://status.incident.io">Status</a></div></footer></div><!--$--><!--/$--><noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-W4ZF4L4" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript><script src="/_next/static/immutable/chunks/1f8tzf816i32j.js" id="_R_" async=""></script><script>(self.__next_f=self.__next_f||[]).push([0])</script><script>self.__next_f.push([1,"1:\"$Sreact.fragment\"\n2:I[339756,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"default\"]\n3:I[837457,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"default\"]\n12:I[168027,[],\"default\",1]\n:HL[\"/_next/static/immutable/chunks/1wus27ic5fsbj.css\",\"style\"]\n:HL[\"/_next/static/immutable/chunks/0ok2xz0peykn3.css\",\"style\"]\n:HL[\"/_next/static/immutable/chunks/3_pcvzakx73f_.css\",\"style\"]\n:HL[\"/_next/static/immutable/media/stkbureau_serif_book-s.p.0_js8gy1zifgl.woff2\",\"font\",{\"crossOrigin\":\"\",\"type\":\"font/woff2\"}]\n10:X\n0:{\"P\":null,\"c\":[\"\",\"blog\",\"how-we-run-migrations\"],\"q\":\"\",\"i\":false,\"f\":[[[\"\",{\"children\":[\"(website)\",{\"children\":[\"blog\",{\"children\":[[\"slug\",\"how-we-run-migrations\",\"oc\",[\"author\"]],{\"children\":[\"__PAGE__\",{},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4608]},\"$undefined\",\"$undefined\",4624]},\"$undefined\",\"$undefined\",4624],[[\"$\",\"$1\",\"c\",{\"children\":[null,[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L3\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[[\"$\",\"title\",null,{\"children\":\"404: This page could not be found.\"}],[\"$\",\"div\",null,{\"style\":{\"fontFamily\":\"system-ui,\\\"Segoe UI\\\",Roboto,Helvetica,Arial,sans-serif,\\\"Apple Color Emoji\\\",\\\"Segoe UI Emoji\\\"\",\"height\":\"100vh\",\"textAlign\":\"center\",\"display\":\"flex\",\"flexDirection\":\"column\",\"alignItems\":\"center\",\"justifyContent\":\"center\"},\"children\":[\"$\",\"div\",null,{\"children\":[[\"$\",\"style\",null,{\"dangerouslySetInnerHTML\":{\"__html\":\"body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}\"}}],[\"$\",\"h1\",null,{\"className\":\"next-error-h1\",\"style\":{\"display\":\"inline-block\",\"margin\":\"0 20px 0 0\",\"padding\":\"0 23px 0 0\",\"fontSize\":24,\"fontWeight\":500,\"verticalAlign\":\"top\",\"lineHeight\":\"49px\"},\"children\":404}],[\"$\",\"div\",null,{\"style\":{\"display\":\"inline-block\"},\"children\":[\"$\",\"h2\",null,{\"style\":{\"fontSize\":14,\"fontWeight\":400,\"lineHeight\":\"49px\",\"margin\":0},\"children\":\"This page could not be found.\"}]}]]}]}]],[]],\"forbidden\":\"$undefined\",\"unauthorized\":\"$undefined\"}]]}],{\"children\":[[\"$\",\"$1\",\"c\",{\"children\":[[[\"$\",\"link\",\"0\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/immutable/chunks/1wus27ic5fsbj.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"link\",\"1\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/immutable/chunks/0ok2xz0peykn3.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"link\",\"2\",{\"rel\":\"stylesheet\",\"href\":\"/_next/static/immutable/chunks/3_pcvzakx73f_.css\",\"precedence\":\"next\",\"crossOrigin\":\"$undefined\",\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-1\",{\"src\":\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-2\",{\"src\":\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-3\",{\"src\":\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-4\",{\"src\":\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-5\",{\"src\":\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-6\",{\"src\":\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-7\",{\"src\":\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-8\",{\"src\":\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-9\",{\"src\":\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-10\",{\"src\":\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-11\",{\"src\":\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-12\",{\"src\":\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-13\",{\"src\":\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"async\":true,\"nonce\":\"$undefined\"}]],\"$L4\"]}],{\"children\":[[\"$\",\"$1\",\"c\",{\"children\":[null,[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L3\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":\"$undefined\",\"forbidden\":\"$undefined\",\"unauthorized\":\"$undefined\"}]]}],{\"children\":[[\"$\",\"$1\",\"c\",{\"children\":[null,[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L3\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":\"$undefined\",\"forbidden\":\"$undefined\",\"unauthorized\":\"$undefined\"}]]}],{\"children\":[[\"$\",\"$1\",\"c\",{\"children\":[\"$L5\",[[\"$\",\"script\",\"script-0\",{\"src\":\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-1\",{\"src\":\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-2\",{\"src\":\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"async\":true,\"nonce\":\"$undefined\"}],[\"$\",\"script\",\"script-3\",{\"src\":\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"async\":true,\"nonce\":\"$undefined\"}],\"$L6\",\"$L7\",\"$L8\",\"$L9\",\"$La\",\"$Lb\",\"$Lc\",\"$Ld\",\"$Le\"],\"$Lf\"]}],{},null,false,null]},null,false,\"$10\"]},null,false,\"$10\"]},null,false,null]},null,false,\"$10\"],\"$L11\",false]],\"m\":\"$undefined\",\"G\":[\"$12\",[]],\"S\":true,\"h\":null,\"r\":\"$undefined\",\"s\":\"$undefined\",\"a\":\"$undefined\",\"l\":\"$undefined\",\"p\":\"$undefined\",\"d\":\"$undefined\"}\n13:I[897367,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"OutletBoundary\"]\n14:\"$Sreact.suspense\"\n16:I[897367,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"ViewportBoundary\"]\n18:I[897367,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"MetadataBoundary\"]\n6:[\"$\",\"script\",\"script-4\",{\"src\":\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"async\":true,\"nonce\":\"$undefined\"}]\n7:[\"$\",\"script\",\"script-5\",{\"src\":\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"async\":true,\"nonce\":\"$undefined\"}]\n8:[\"$\",\"script\",\"script-6\",{\"src\":\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"async\":true,\"nonce\":\"$undefined\"}]\n9:[\"$\",\"script\",\"script-7\",{\"src\":\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"async\":true,\"nonce\":\"$undefined\"}]\na:[\"$\",\"script\",\"script-8\",{\"src\":\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"async\":true,\"nonce\":\"$undefined\"}]\nb:[\"$\",\"script\",\"script-9\",{\"src\":\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"async\":true,\"nonce\":\"$undefined\"}]\nc:[\"$\",\"script\",\"script-10\",{\"src\":\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"async\":true,\"nonce\":\"$undefined\"}]\nd:[\"$\",\"script\",\"script-11\",{\"src\":\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"async\":true,\"nonce\":\"$undefined\"}]\ne:[\"$\",\"script\",\"script-12\",{\"src\":\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\",\"async\":true,\"nonce\":\"$undefined\"}]\nf:[\"$\",\"$L13\",null,{\"children\":[\"$\",\"$14\",null,{\"name\":\"Next.MetadataOutlet\",\"children\":\"$@15\"}]}]\n11:[\"$\",\"$1\",\"h\",{\"children\":[null,[\"$\",\"$L16\",null,{\"children\":\"$L17\"}],[\"$\",\"div\",null,{\"hidden\":true,\"children\":[\"$\",\"$L18\",null,{\"children\":[\"$\",\"$14\",null,{\"name\":\"Next.Metadata\",\"children\":\"$L19\"}]}]}],[\"$\",\"meta\",null,{\"name\":\"next-size-adjust\",\"content\":\"\"}]]}]\n10:C\n17:[[\"$\",\"meta\",\"0\",{\"charSet\":\"utf-8\"}],[\"$\",\"meta\",\"1\",{\"name\":\"viewport\",\"content\":\"width=device-width, initial-scale=1\"}]]\n1a:I[456989,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\"],\"CookieConsentProvider\"]\n1b:I[926127,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\"],\"SignupFlowModalProvider\"]\n1c:I[378756,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\"],\"HubspotFormModalHandler\"]\n1d:I[12985,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\"],\"NuqsAdapter\"]\n4:[\"$\",\"html\",null,{\"lang\":\"en\",\"data-scroll-behavior\":\"smooth\",\"className\":\"geist_mono_54069fc3-module__PcBEcq__variable kalam_48bfd9a2-module__JSifUG__variable stkbureausans_1e54e897-module__zxjcxa__variable stkbureauserif_2525014a-module__zkXytW__variable stkbureauserifdeferred_742a2474-module__ukGqna__variable pixelify_sans_81b7d097-module__1Rm0Lq__variable scroll-smooth\",\"children\":[[\"$\",\"head\",null,{\"children\":[[\"$\",\"meta\",null,{\"httpEquiv\":\"x-ua-compatible\",\"content\":\"ie=edge\"}],[\"$\",\"link\",null,{\"rel\":\"alternate\",\"type\":\"application/rss+xml\",\"title\":\"Blog\",\"href\":\"https://incident.io/blog.xml\"}],[\"$\",\"link\",null,{\"rel\":\"alternate\",\"type\":\"application/rss+xml\",\"title\":\"Changelog\",\"href\":\"https://incident.io/changelog.xml\"}],[\"$\",\"link\",null,{\"rel\":\"apple-touch-icon\",\"sizes\":\"180x180\",\"href\":\"/apple-touch-icon.png\"}],[\"$\",\"link\",null,{\"rel\":\"icon\",\"type\":\"image/png\",\"sizes\":\"32x32\",\"href\":\"/favicon-32x32.png\"}],[\"$\",\"link\",null,{\"rel\":\"icon\",\"type\":\"image/png\",\"sizes\":\"16x16\",\"href\":\"/favicon-16x16.png\"}]]}],[\"$\",\"body\",null,{\"children\":[[[\"$\",\"script\",\"organization-jsonld-Organization\",{\"type\":\"application/ld+json\",\"id\":\"organization-jsonld-Organization\",\"data-testid\":\"$undefined\",\"dangerouslySetInnerHTML\":{\"__html\":\"{\\\"@context\\\":\\\"https://schema.org\\\",\\\"@type\\\":\\\"Organization\\\",\\\"name\\\":\\\"incident.io\\\",\\\"url\\\":\\\"https://incident.io\\\",\\\"logo\\\":\\\"https://incident.io/icons/icon-512x512.png\\\",\\\"sameAs\\\":[\\\"https://x.com/incident_io\\\",\\\"https://www.linkedin.com/company/incident-io\\\",\\\"https://www.youtube.com/@incident-io\\\",\\\"https://bsky.app/profile/incident.io\\\"]}\"}}]],[\"$\",\"$L1a\",null,{\"children\":[\"$\",\"$L1b\",null,{\"children\":[[\"$\",\"$L1c\",null,{}],false,[\"$\",\"$L1d\",null,{\"children\":[\"$\",\"$L2\",null,{\"parallelRouterKey\":\"children\",\"error\":\"$undefined\",\"errorStyles\":\"$undefined\",\"errorScripts\":\"$undefined\",\"template\":[\"$\",\"$L3\",null,{}],\"templateStyles\":\"$undefined\",\"templateScripts\":\"$undefined\",\"notFound\":[[[\"$\",\"title\",null,{\"children\":\"Page not found | incident.io\"}],\"$L1e\",[\"$\",\"div\",null,{\"className\":\"relative mx-auto max-w-[1192px] max-xl:px-4 flex flex-col gap-12 md:gap-20 lg:pt-20\",\"style\":\"$undefined\",\"children\":[false,[[\"$\",\"section\",null,{\"className\":\"min-h-[518px] bg-surface-secondary rounded-lg text-center flex flex-col items-center justify-center gap-10 p-4\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"fill\":\"none\",\"viewBox\":\"0 0 202 146\",\"className\":\"w-[202px]\",\"children\":[[\"$\",\"path\",null,{\"fill\":\"#F1EBE2\",\"d\":\"M33.494 4.164A26.4 26.4 0 0 1 47.724 0H133.6a6.4 6.4 0 0 1 6.4 6.4V100l58.998 36.16a4.8 4.8 0 0 1 2.148 5.256L200 146H6.4a6.4 6.4 0 0 1-6.4-6.4V29.103a6.4 6.4 0 0 1 2.95-5.391z\"}],[\"$\",\"path\",null,{\"fill\":\"#E4D9C8\",\"d\":\"M50.6 13.2a3.2 3.2 0 0 1 3.2-3.2h73.6a3.2 3.2 0 0 1 3.2 3.2v49.6a3.2 3.2 0 0 1-3.2 3.2H53.8a3.2 3.2 0 0 1-3.2-3.2z\"}],[\"$\",\"path\",null,{\"fill\":\"#161618\",\"fillOpacity\":0.4,\"d\":\"M102.6 46.95a1 1 0 0 1 0 2h-24a1 1 0 1 1 0-2zM81.579 28.706a1 1 0 0 1 1.414 1.414l-2.83 2.828 2.83 2.83a1 1 0 0 1-1.414 1.414l-2.83-2.83-2.828 2.83a1 1 0 0 1-1.414-1.414l2.828-2.83-2.828-2.828a1 1 0 1 1 1.414-1.414l2.828 2.828zm23.899 0a1 1 0 0 1 1.414 1.414l-2.829 2.828 2.829 2.83a1 1 0 0 1-1.414 1.414l-2.829-2.83-2.828 2.83a1 1 0 0 1-1.414-1.414l2.828-2.83-2.828-2.828a1 1 0 0 1 1.414-1.414l2.828 2.828z\"}],[\"$\",\"path\",null,{\"fill\":\"#DD340E\",\"d\":\"M103.4 75.2a3.2 3.2 0 0 1 3.2-3.2h17.6a3.2 3.2 0 0 1 3.2 3.2v9.6a3.2 3.2 0 0 1-3.2 3.2h-17.6a3.2 3.2 0 0 1-3.2-3.2z\"}],[\"$\",\"path\",null,{\"fill\":\"#F25533\",\"d\":\"M105.8 75.2A3.2 3.2 0 0 1 109 72h17.6a3.2 3.2 0 0 1 3.2 3.2v9.6a3.2 3.2 0 0 1-3.2 3.2H109a3.2 3.2 0 0 1-3.2-3.2z\"}],[\"$\",\"path\",null,{\"fill\":\"#fff\",\"d\":\"M113.546 76.9v4.73h.75v1.03h-.75V84h-1.1v-1.34h-3.59v-1.09l3.43-4.67zm-3.39 4.73h2.29v-3.1zm7.446 2.53c-1.59 0-2.56-1.46-2.56-3.7 0-2.25.97-3.72 2.56-3.72s2.56 1.47 2.56 3.72c0 2.24-.97 3.7-2.56 3.7m-1.4-3.7c0 .56.06 1.04.17 1.44l2.01-3.78c-.21-.23-.48-.35-.78-.35-.87 0-1.4 1-1.4 2.69m.6 2.3c.22.24.49.37.8.37.87 0 1.4-1 1.4-2.67q0-.885-.18-1.5zm8.736-5.86v4.73h.75v1.03h-.75V84h-1.1v-1.34h-3.59v-1.09l3.43-4.67zm-3.39 4.73h2.29v-3.1z\"}],\"$L1f\",\"$L20\",\"$L21\"]}],\"$L22\"]}],\"$L23\",\"$L24\",\"$L25\"]]}]],[]],\"forbidden\":\"$undefined\",\"unauthorized\":\"$undefined\"}]}],\"$L26\",false]}]}]]}]]}]\n27:I[710007,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"Button\"]\n28:I[13642,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"Footer\"]\n29:I[240073,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\"],\"AnalyticsTags\"]\n2a:I[399095,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"NavigationClientV2\"]\n1f:[\"$\",\"path\",null,{\"fill\":\"url(#sad-404-computer_svg__a)\",\"d\":\"M0 29.102a6.4 6.4 0 0 1 2.614-5.16l.336-.23L33.494 4.164A26.4 26.4 0 0 1 40 1.156V100l58.997 36.16a4.8 4.8 0 0 1 2.149 5.257L100 146H6.4a6.4 6.4 0 0 1-6.4-6.4z\"}]\n20:[\"$\",\"path\",null,{\"fill\":\"#E4D9C8\",\"d\":\"M140 100H24.2v-6H140z\"}]\n21:[\"$\",\"defs\",null,{\"children\":[\"$\",\"linearGradient\",null,{\"id\":\"sad-404-computer_svg__a\",\"x1\":50.645,\"x2\":50.645,\"y1\":1.156,\"y2\":87.3,\"gradientUnits\":\"userSpaceOnUse\",\"children\":[[\"$\",\"stop\",null,{\"stopColor\":\"#E4D9C8\",\"stopOpacity\":0}],[\"$\",\"stop\",null,{\"offset\":1,\"stopColor\":\"#E4D9C8\"}]]}]}]\n22:[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-5\",\"children\":[[\"$\",\"h2\",null,{\"className\":\"text-h2 md:text-h1-60\",\"children\":\"Something went sideways\"}],[\"$\",\"p\",null,{\"className\":\"text-body text-content-secondary\",\"children\":\"No need to page anyone. Let’s get you back on track.\"}],[\"$\",\"$L27\",null,{\"href\":\"/\",\"showArrow\":true,\"theme\":\"primary\",\"className\":\"self-center\",\"children\":\"Go back home\"}]]}]\n24:[\"$\",\"hr\",null,{\"className\":\"h-px w-full border-stroke-primary max-w-[1192px] mx-auto\"}]\n25:[\"$\",\"$L28\",null,{\"useLegacyWidth\":false}]\n26:[\"$\",\"$L29\",null,{\"isDraftModeEnabled\":false}]\n1e:[\"$\",\"$L2a\",null,{\"className\":\"$undefined\",\"theme\":\"light\",\"stickyNavTheme\":\"dark\",\"stickyNavClassName\":\"$undefined\",\"stickyNavAfterSlot\":\"$undefined\",\"hasBlurredBackground\":\"$undefined\",\"showSignupButtonOnInitialLoad\":\"$undefined\",\"showSignupButtonInStickyNav\":\"$undefined\",\"showNavContent\":\"$undefined\",\"showCtas\":[\"request-demo\",\"login\"],\"children\":\"$undefined\",\"mobileChildren\":\"$undefined\",\"initiallyTransparent\":\"$undefined\",\"switchToLightOnScroll\":\"$undefined\",\"customCtas\":\"$undefined\",\"demoHref\":\"$undefined\"}]\n2b:I[522016,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"\"]\n2c:I[415697,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"default\"]\n2d:I[466105,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"AuthorsBar\"]\n23:[\"$\",\"section\",null,{\"ref\":\"$undefined\",\"id\":\"you-may-be-interested-in\",\"className\":\"flex flex-col gap-10 [\u0026_h2]:text-h3\",\"children\":[[\"$\",\"header\",null,{\"className\":\"flex flex-col gap-3\",\"children\":[[\"$\",\"h2\",null,{\"className\":\"text-h2 text-balance\",\"children\":\"You may be interested in\"}],\"$undefined\"]}],[\"$\",\"div\",null,{\"className\":\"grid gap-4 grid-cols-1 lg:grid-cols-3\",\"children\":[[\"$\",\"$L2b\",\"Interning at incident.io: rate limiting, resiliently\",{\"id\":\"59bb806c-b2d4-4e43-ac1a-ce346a36d81d\",\"href\":\"/blog/interning-at-incident-io-rate-limiting-resiliently\",\"className\":\"group flex flex-col\",\"children\":[[\"$\",\"div\",null,{\"className\":\"bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video\",\"children\":[\"$\",\"$L2c\",null,{\"src\":\"https://cdn.sanity.io/images/oqy5aexb/production/4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"alt\":\"Interning at incident.io: rate limiting, resiliently\",\"fit\":\"cover\",\"className\":\"w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [\u0026_img]:transition-all [\u0026_img]:rounded-lg group-hover:[\u0026_img]:rounded\"}]}],[\"$\",\"div\",null,{\"className\":\"max-w-[546px] grow flex flex-col gap-2\",\"children\":[false,false,[\"$\",\"h3\",null,{\"className\":\"text-h4 text-pretty\",\"children\":\"Interning at incident.io: rate limiting, resiliently\"}],false,[\"$\",\"div\",null,{\"className\":\"flex flex-wrap items-center gap-x-4 gap-y-1\",\"children\":[[\"$\",\"$L2d\",null,{\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008-jpg\",\"_type\":\"reference\"},\"crop\":{\"_type\":\"sanity.imageCrop\",\"bottom\":0.42250378030339986,\"left\":0.13922187103602673,\"right\":0.14706922127573965,\"top\":0},\"hotspot\":{\"_type\":\"sanity.imageHotspot\",\"height\":0.5774962196966001,\"width\":0.7137089076882337,\"x\":0.4960763248801435,\"y\":0.28874810984830007}},\"bio\":null,\"id\":\"anthony-oparaocha\",\"name\":\"Anthony Oparaocha\",\"title\":\"Product Engineer Intern\"}],\"showLinks\":false}],[\"$\",\"div\",null,{\"className\":\"text-body-sm text-content-secondary\",\"children\":\"September 2, 2026\"}]]}]]}]]}],[\"$\",\"$L2b\",\"We turned off Pub/Sub and nobody noticed\",{\"id\":\"f3ee3736-294b-4170-a14c-04abb899cc18\",\"href\":\"/blog/we-turned-off-pub-sub-and-nobody-noticed\",\"className\":\"group flex flex-col\",\"children\":[[\"$\",\"div\",null,{\"className\":\"bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video\",\"children\":[\"$\",\"$L2c\",null,{\"src\":\"https://cdn.sanity.io/images/oqy5aexb/production/02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"alt\":\"We turned off Pub/Sub and nobody noticed\",\"fit\":\"cover\",\"className\":\"w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [\u0026_img]:transition-all [\u0026_img]:rounded-lg group-hover:[\u0026_img]:rounded\"}]}],[\"$\",\"div\",null,{\"className\":\"max-w-[546px] grow flex flex-col gap-2\",\"children\":[false,false,[\"$\",\"h3\",null,{\"className\":\"text-h4 text-pretty\",\"children\":\"We turned off Pub/Sub and nobody noticed\"}],false,[\"$\",\"div\",null,{\"className\":\"flex flex-wrap items-center gap-x-4 gap-y-1\",\"children\":[[\"$\",\"$L2d\",null,{\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369-png\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"patrick-hamann\",\"name\":\"Patrick Hamann\",\"title\":\"Product Engineer\"},{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-03534500cc455a88eb475ec447557953e2db55c7-512x512-jpg\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"mike-fisher\",\"name\":\"Mike Fisher\",\"title\":\"Product Engineer\"}],\"showLinks\":false}],[\"$\",\"div\",null,{\"className\":\"text-body-sm text-content-secondary\",\"children\":\"August 11, 2026\"}]]}]]}]]}],[\"$\",\"$L2b\",\"Introducing Investigations, powered by Nexus.\",{\"id\":\"96c39cdc-e0c8-4ab5-833a-a0b3ddcfb262\",\"href\":\"/blog/introducing-investigations-powered-by-nexus\",\"className\":\"group flex flex-col\",\"children\":[[\"$\",\"div\",null,{\"className\":\"bg-surface-tertiary rounded-lg mb-3 md:mb-6 p-0 relative aspect-video\",\"children\":[\"$\",\"$L2c\",null,{\"src\":\"https://cdn.sanity.io/images/oqy5aexb/production/fe5cc8a5e40649335c29265f6d423361338262f8-2400x1285.png?w=2000\u0026fit=max\u0026auto=format\",\"alt\":\"Introducing Investigations, powered by Nexus.\",\"fit\":\"cover\",\"className\":\"w-full overflow-hidden transition-all ease-in-out duration-300 mx-auto absolute inset-0 group-hover:w-[calc(100%-16px)] group-hover:py-2 [\u0026_img]:transition-all [\u0026_img]:rounded-lg group-hover:[\u0026_img]:rounded\"}]}],\"$L2e\"]}]]}]]}]\n2e:[\"$\",\"div\",null,{\"className\":\"max-w-[546px] grow flex flex-col gap-2\",\"children\":[false,false,[\"$\",\"h3\",null,{\"className\":\"text-h4 text-pretty\",\"children\":\"Introducing Investigations, powered by Nexus.\"}],false,[\"$\",\"div\",null,{\"className\":\"flex flex-wrap items-center gap-x-4 gap-y-1\",\"children\":[[\"$\",\"$L2d\",null,{\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4884ed999f884514b6fc1571af01407f7c78c286-512x512-png\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"pete\",\"name\":\"Pete Hamilton\",\"title\":\"Co-Founder \u0026 CTO\"}],\"showLinks\":false}],[\"$\",\"div\",null,{\"className\":\"text-body-sm text-content-secondary\",\"children\":\"August 5, 2026\"}]]}]]}]\n"])</script><script>self.__next_f.push([1,"30:I[898118,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"ContentPostTemplate\"]\n35:I[27201,[\"/_next/static/immutable/chunks/0esgme6slw2os.js\"],\"IconMark\"]\n5:[false,[[[[\"$\",\"script\",\"article-jsonld-BlogPosting\",{\"type\":\"application/ld+json\",\"id\":\"article-jsonld-BlogPosting\",\"data-testid\":\"$undefined\",\"dangerouslySetInnerHTML\":{\"__html\":\"{\\\"@context\\\":\\\"https://schema.org\\\",\\\"@type\\\":\\\"BlogPosting\\\",\\\"headline\\\":\\\"Taking the fear out of migrations\\\",\\\"url\\\":\\\"https://incident.io/blog/how-we-run-migrations\\\",\\\"author\\\":[{\\\"@type\\\":\\\"Person\\\",\\\"name\\\":\\\"Lisa Karlin Curtis\\\"}],\\\"datePublished\\\":\\\"2023-02-28T00:00:00.000Z\\\",\\\"dateModified\\\":\\\"2023-02-28T00:00:00.000Z\\\",\\\"image\\\":[\\\"https://cdn.sanity.io/images/oqy5aexb/production/ab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png?w=2000\u0026fit=max\u0026auto=format\\\"],\\\"publisher\\\":{\\\"@type\\\":\\\"Organization\\\",\\\"name\\\":\\\"incident.io\\\",\\\"url\\\":\\\"https://incident.io\\\"},\\\"description\\\":\\\"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe\\\"}\"}}]],null],\"$L2f\",[\"$\",\"div\",null,{\"className\":\"relative mx-auto max-w-[1192px] max-xl:px-4 flex flex-col gap-12 md:gap-20 lg:pt-20\",\"style\":\"$undefined\",\"children\":[false,[[\"$\",\"$L30\",null,{\"allPostsPath\":\"/blog\",\"post\":{\"_id\":\"imported-blog-2023-02-28-migrations-index-md\",\"_type\":\"blog\",\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-fdd2d553f58284a7641cb96adad76b70c273d127-690x690-png\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"lisa\",\"name\":\"Lisa Karlin Curtis\",\"title\":\"Technical Lead\"}],\"body\":[{\"_key\":\"40a42527882e\",\"_type\":\"block\",\"children\":[{\"_key\":\"a8416ae18908\",\"_type\":\"span\",\"marks\":[],\"text\":\"Over the last 18 months at incident.io, we’ve done a lot of migrations. Often, a new feature requires a change to our existing data model. For us to be successful, it’s important that we can smoothly transition from the old world to the new as quickly as we can.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1fe620bec9d4\",\"_type\":\"block\",\"children\":[{\"_key\":\"28cf085402f1\",\"_type\":\"span\",\"marks\":[],\"text\":\"There are few things in software where I’d advocate a ‘one true way,’ but the closest I come is probably migrations. There’s a playbook that we follow to give us the best odds of a smooth switchover:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"8f190b6f38d9\",\"_type\":\"block\",\"children\":[{\"_key\":\"42a45a391a05\",\"_type\":\"span\",\"marks\":[],\"text\":\"Make the new data models\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"91fd140b2731\",\"_type\":\"block\",\"children\":[{\"_key\":\"59d44c5f7e1e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Write to both the old and the new model\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5fbc0e1242c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"30848e15eef9\",\"_type\":\"span\",\"marks\":[],\"text\":\"Start reading from the new model\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"c6f2e00e40ea\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2a88d82e21b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Drop the old data model\"}],\"level\":1,\"listItem\":\"number\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f47a91f2b12a\",\"_type\":\"block\",\"children\":[{\"_key\":\"44379d195566\",\"_type\":\"span\",\"marks\":[],\"text\":\"A worked example\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-a-worked-example\",\"slug\":\"a-worked-example\"}],\"style\":\"h2\"},{\"_key\":\"a2b4dcac44e6\",\"_type\":\"block\",\"children\":[{\"_key\":\"b9e621aa0313\",\"_type\":\"span\",\"marks\":[],\"text\":\"Last year we introduced customisable incident statuses. \"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"9466917341a9\",\"_type\":\"block\",\"children\":[{\"_key\":\"c0329057d07a\",\"_type\":\"span\",\"marks\":[],\"text\":\"Before that, our statuses were hard coded as strings (investigating, fixing, monitoring, closed). There was a database column \"},{\"_key\":\"278605844981\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"status\"},{\"_key\":\"bf697c96cc01\",\"_type\":\"span\",\"marks\":[],\"text\":\" which, for each incident, contained one of those 4 strings. \"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"57b54823db50\",\"_type\":\"block\",\"children\":[{\"_key\":\"3486ffe30f21\",\"_type\":\"span\",\"marks\":[],\"text\":\"We wanted to move to a world where customers could choose their own statuses, both renaming them and choosing how many they wanted. \"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4565052a06e7\",\"_type\":\"block\",\"children\":[{\"_key\":\"2ea37d98f6fa\",\"_type\":\"span\",\"marks\":[],\"text\":\"So how did we do this?\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ee86c8310d77\",\"_type\":\"block\",\"children\":[{\"_key\":\"e3c22fb841c8\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step #1: Make the new data models\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-1-make-the-new-data-models\",\"slug\":\"step-1-make-the-new-data-models\"}],\"style\":\"h2\"},{\"_key\":\"d19368b447d1\",\"_type\":\"image\",\"asset\":{\"_ref\":\"image-275feec6267b326686c8f35f36842b51caf21e3f-821x403-png\",\"_type\":\"reference\"},\"description\":\"Read from both sources and compare\",\"markDefs\":null},{\"_key\":\"c83182275350\",\"_type\":\"block\",\"children\":[{\"_key\":\"36717820288b\",\"_type\":\"span\",\"marks\":[],\"text\":\"We’ve got to agree on the target data model: what the new world will look like. We need a new table to represent the statuses configured against each organization: \"},{\"_key\":\"d57c0cdf7a58\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_statuses\"},{\"_key\":\"78fc838871ff\",\"_type\":\"span\",\"marks\":[],\"text\":\", and a column on our \"},{\"_key\":\"acc9c6561e1b\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incidents\"},{\"_key\":\"21fd4ad69f4d\",\"_type\":\"span\",\"marks\":[],\"text\":\" table to store which status it’s currently in: \"},{\"_key\":\"dbf863cc5c1e\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_status_id\"},{\"_key\":\"6aa02dddd64d\",\"_type\":\"span\",\"marks\":[],\"text\":\".\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"90a0f8535050\",\"_type\":\"block\",\"children\":[{\"_key\":\"2ccff287ba51\",\"_type\":\"span\",\"marks\":[],\"text\":\"Migrating is going to take us some time, so we’d want to have fairly high confidence in the new model before we start work to avoid wasted effort.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5957c0673860\",\"_type\":\"code\",\"code\":\"public.incidents (\\n id text not null\\n organisation_id text not null\\n incident_status_id text not null\\n ...\\n)\\n\\npublic.incident_statuses (\\n id text not null\\n organisation_id text not null\\n name text not null\\n description text not null\\n)\\n\",\"language\":\"sql\",\"markDefs\":null},{\"_key\":\"66edbdd8b6db\",\"_type\":\"block\",\"children\":[{\"_key\":\"df4c28fbcd78\",\"_type\":\"span\",\"marks\":[],\"text\":\"At this point, we’d build out our data models by running migrations on the database, and representing the new model \"},{\"_key\":\"f08d8b46d9b6\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"IncidentStatus\"},{\"_key\":\"04bfe77a4028\",\"_type\":\"span\",\"marks\":[],\"text\":\" in our codebase.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7e55435d0a12\",\"_type\":\"code\",\"code\":\"create table incident_statuses (\\n...\\n);\\n\\nalter table incidents add column incident_status_id text not null references incident_statuses(id);\\n\",\"language\":\"sql\",\"markDefs\":null},{\"_key\":\"4c8ba1ce649c\",\"_type\":\"block\",\"children\":[{\"_key\":\"d4bb65cfc2e1\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step #2: Write to both the old and the new model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-2-write-to-both-the-old-and-the-new-model\",\"slug\":\"step-2-write-to-both-the-old-and-the-new-model\"}],\"style\":\"h2\"},{\"_key\":\"74969c45843a\",\"_type\":\"image\",\"asset\":{\"_ref\":\"image-456dd78e49c00252b8424d6284bf820316590ab8-826x407-png\",\"_type\":\"reference\"},\"description\":\"Backfill any dependent data models\",\"markDefs\":null},{\"_key\":\"f2db24369089\",\"_type\":\"block\",\"children\":[{\"_key\":\"d651315ad848\",\"_type\":\"span\",\"marks\":[],\"text\":\"2.1: Backfill any dependent data models\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-21-backfill-any-dependent-data-models\",\"slug\":\"21-backfill-any-dependent-data-models\"}],\"style\":\"h3\"},{\"_key\":\"84728ba97f00\",\"_type\":\"block\",\"children\":[{\"_key\":\"a67a90bc5d16\",\"_type\":\"span\",\"marks\":[],\"text\":\"This isn’t always necessary: it depends on the migration that you’re doing.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"03e53bcb28c1\",\"_type\":\"block\",\"children\":[{\"_key\":\"61d692c44bfe\",\"_type\":\"span\",\"marks\":[],\"text\":\"In our case, all our customers have a single configuration, currently represented in code (in an enum \"},{\"_key\":\"45917b4760e6\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"investigating\"},{\"_key\":\"363bd3c07754\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"6f37fe4e4254\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"fixing\"},{\"_key\":\"7e3218a1d661\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"56651f7d0d30\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"monitoring\"},{\"_key\":\"ee82e538b240\",\"_type\":\"span\",\"marks\":[],\"text\":\", \"},{\"_key\":\"10868db907b8\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"closed\"},{\"_key\":\"f184831272cf\",\"_type\":\"span\",\"marks\":[],\"text\":\"). We can represent this configuration in our new \"},{\"_key\":\"ad2532ee2213\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_statuses\"},{\"_key\":\"152ab8a9ab5f\",\"_type\":\"span\",\"marks\":[],\"text\":\" table, by creating 4 rows for each organisation.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"305cdecd0d8e\",\"_type\":\"block\",\"children\":[{\"_key\":\"2f9473cd051e\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is low risk: we can take our time to run the backfill, and verify that it’s worked as expected. Nothing is reading from this data yet, so it’s easy for us to change our minds (e.g. if we decide to change the descriptions of a particular status).\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"bb7ffa4c6a46\",\"_type\":\"block\",\"children\":[{\"_key\":\"158ea599630e\",\"_type\":\"span\",\"marks\":[],\"text\":\"We need to do this first as we’ll be relying on foreign keys in our database—if these rows don’t exist, we can’t refer to them elsewhere.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5e87f5abb92b\",\"_type\":\"block\",\"children\":[{\"_key\":\"0034e772b60e\",\"_type\":\"span\",\"marks\":[],\"text\":\"It’s worth thinking about development environments here too, to make sure your colleagues’ local environments behave smoothly as expected.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a8813d03eb28\",\"_type\":\"block\",\"children\":[{\"_key\":\"2f24992c2ed1\",\"_type\":\"span\",\"marks\":[],\"text\":\"2.2: Write to the new data model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-22-write-to-the-new-data-model\",\"slug\":\"22-write-to-the-new-data-model\"}],\"style\":\"h3\"},{\"_key\":\"357a481c2ead\",\"_type\":\"block\",\"children\":[{\"_key\":\"a1c92daa2e55\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now that we’ve got a default configuration, we can use it to start writing new information into our new data model (alongside our old one). So now, when an incident changes status to \"},{\"_key\":\"10b491e441e6\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"fixing\"},{\"_key\":\"356e464ed523\",\"_type\":\"span\",\"marks\":[],\"text\":\", we make two changes:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"6f6d6be8c31d\",\"_type\":\"code\",\"code\":\"update incidents set status='fixing' where id='I123';\\n\\nupdate incidents set incident_status_id = (\\n select id from incident_statuses where name='Fixing'\\n) where id='I123';\\n\",\"language\":\"sql\",\"markDefs\":null},{\"_key\":\"c9c2bac56e18\",\"_type\":\"block\",\"children\":[{\"_key\":\"e1ef2b1d34bd\",\"_type\":\"span\",\"marks\":[],\"text\":\"This means that all incidents that are currently changing have an ‘up-to-date’ \"},{\"_key\":\"b82e07e05f4e\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_status_id\"},{\"_key\":\"edd5fdac8eab\",\"_type\":\"span\",\"marks\":[],\"text\":\" value. Again, this is low risk: we can take our time to verify that this is working as expected, and make changes here without causing production impact as nothing is reading from this column.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3e3dc700a460\",\"_type\":\"block\",\"children\":[{\"_key\":\"53ae9b65a19d\",\"_type\":\"span\",\"marks\":[],\"text\":\"2.3: Backfill the existing data\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-23-backfill-the-existing-data\",\"slug\":\"23-backfill-the-existing-data\"}],\"style\":\"h3\"},{\"_key\":\"2bf3bf8203dd\",\"_type\":\"block\",\"children\":[{\"_key\":\"d4dd94777e53\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now that we’re writing to both the old and the new world, we can backfill all our existing incidents with an \"},{\"_key\":\"9329b4e1fdfb\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_status_id\"},{\"_key\":\"63ef07620ccb\",\"_type\":\"span\",\"marks\":[],\"text\":\". We can go through each incident, find the corresponding \"},{\"_key\":\"bdbd156cef30\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_status\"},{\"_key\":\"d4ee7e0c2e7f\",\"_type\":\"span\",\"marks\":[],\"text\":\", and update the column.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"abcd59bebd8f\",\"_type\":\"block\",\"children\":[{\"_key\":\"63898c9e3ecc\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is still low risk: again we can take whatever time we need to verify the results, and can run the backfill multiple times if we find that there’s a bug (provided you make your backfill rerunnable, which you definitely should!).\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"19cf5861df73\",\"_type\":\"block\",\"children\":[{\"_key\":\"c3eb2b8d0380\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step #3: Start reading smoothly from the new model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-3-start-reading-smoothly-from-the-new-model\",\"slug\":\"step-3-start-reading-smoothly-from-the-new-model\"}],\"style\":\"h2\"},{\"_key\":\"d0dc9425045d\",\"_type\":\"block\",\"children\":[{\"_key\":\"d0dc9425045d0\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"7d422acf2121\",\"_type\":\"image\",\"asset\":{\"_ref\":\"image-93aa84511c891187004a1ba15d773da603fca83a-798x432-png\",\"_type\":\"reference\"},\"description\":\"Read from both sources and compare\",\"markDefs\":null},{\"_key\":\"e20934113924\",\"_type\":\"block\",\"children\":[{\"_key\":\"1abab89acadf\",\"_type\":\"span\",\"marks\":[],\"text\":\"3.1: Read from both sources and compare\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-31-read-from-both-sources-and-compare\",\"slug\":\"31-read-from-both-sources-and-compare\"}],\"style\":\"h3\"},{\"_key\":\"6ba1589dad76\",\"_type\":\"block\",\"children\":[{\"_key\":\"8785d812468b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Depending on your risk appetite and the complexity of the change, you might be able to skip straight to the next step, or (at the other extreme) you might run this comparison for a number of weeks.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4001ff1ea6bf\",\"_type\":\"block\",\"children\":[{\"_key\":\"a1437def54be\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now that all our data is represented in both the old and the new data model, we can start reading from both and check if they match. If we ever see them disagree, we can log an error that’ll be picked up by our alerting tools. We can run this code in production for as long as we need to gain confidence in our system.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b24d9189869c\",\"_type\":\"block\",\"children\":[{\"_key\":\"5b5b00945d28\",\"_type\":\"span\",\"marks\":[],\"text\":\"In our case, we’d be reading \"},{\"_key\":\"b5768551d76b\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident.status\"},{\"_key\":\"7b4c994bd122\",\"_type\":\"span\",\"marks\":[],\"text\":\" and \"},{\"_key\":\"ecc672bb3d28\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident.incident_status_id\"},{\"_key\":\"882617f7c9f5\",\"_type\":\"span\",\"marks\":[],\"text\":\" and making sure they’re giving us the same answer.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fa2a9d206236\",\"_type\":\"block\",\"children\":[{\"_key\":\"f44e8c3da5db\",\"_type\":\"span\",\"marks\":[],\"text\":\"3.2: Only read from the new model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-32-only-read-from-the-new-model\",\"slug\":\"32-only-read-from-the-new-model\"}],\"style\":\"h3\"},{\"_key\":\"da5f09b1fcfd\",\"_type\":\"block\",\"children\":[{\"_key\":\"176d01138d2c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Once you’re confident that your new model has the correct data, we can start using the new model as our ‘source of truth’. That means when someone asks us what status an incident is, we use \"},{\"_key\":\"55d10d4b21ec\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident.incident_status_id\"},{\"_key\":\"9fdda8623f9e\",\"_type\":\"span\",\"marks\":[],\"text\":\" to tell us. When someone asks us to list all the statuses (e.g. to show in a dropdown), we look for all the \"},{\"_key\":\"81c8a6c85824\",\"_type\":\"span\",\"marks\":[\"code\"],\"text\":\"incident_statuses\"},{\"_key\":\"333f4cd1e605\",\"_type\":\"span\",\"marks\":[],\"text\":\" owned by that organization.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"f0a40c7a1f98\",\"_type\":\"block\",\"children\":[{\"_key\":\"e867a59e3a87\",\"_type\":\"span\",\"marks\":[],\"text\":\"This should be the scary moment: if your new model isn’t storing the right data, it’s going to start causing issues. But as we have been able to read-and-compare the new and the old model, we’ve got confidence that this is now safe.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"11cfe0f22996\",\"_type\":\"block\",\"children\":[{\"_key\":\"5cd2144db625\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is a great opportunity to use a feature-flag—you’re still writing to both the old and the new models, so it’s easy to revert back to step five (via a feature flag) if you see any issues, without causing any service interruption.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"19fe99337430\",\"_type\":\"block\",\"children\":[{\"_key\":\"3000591c432b\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step #4: Drop the old data model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-4-drop-the-old-data-model\",\"slug\":\"step-4-drop-the-old-data-model\"}],\"style\":\"h2\"},{\"_key\":\"5dc7bb8277b7\",\"_type\":\"block\",\"children\":[{\"_key\":\"5dc7bb8277b70\",\"_type\":\"span\",\"marks\":[],\"text\":\"\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"fa67080563a6\",\"_type\":\"image\",\"asset\":{\"_ref\":\"image-a3142f505c365bd5cced8dc88faa9e9623274cf9-827x454-png\",\"_type\":\"reference\"},\"description\":\"Read from both sources and compare\",\"markDefs\":null},{\"_key\":\"95411ad3060c\",\"_type\":\"block\",\"children\":[{\"_key\":\"442ec923c62e\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step 4.1: Stop using the old data model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-41-stop-using-the-old-data-model\",\"slug\":\"step-41-stop-using-the-old-data-model\"}],\"style\":\"h3\"},{\"_key\":\"1243f7ac8648\",\"_type\":\"block\",\"children\":[{\"_key\":\"9f2402c8e432\",\"_type\":\"span\",\"marks\":[],\"text\":\"Once we’ve been reading from the new model for a while (again, the length of time depends on context), we can smoothly drop the old data model and the code that reads from it and writes to it.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e78e990cf000\",\"_type\":\"block\",\"children\":[{\"_key\":\"5500c2995ba3\",\"_type\":\"span\",\"marks\":[],\"text\":\"This will also make our code feel simpler again: we can just read and write to the database like we normally would.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"1424b5457702\",\"_type\":\"block\",\"children\":[{\"_key\":\"841cef4d8663\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is the first one-way door that we’re taking: once we stop writing to the old data model, we can’t easily go back. However, it doesn’t feel scary. We’ve not been \"},{\"_key\":\"f464d62344c7\",\"_type\":\"span\",\"marks\":[\"strong\",\"strong\",\"strong\",\"strong\",\"strong\"],\"text\":\"using\"},{\"_key\":\"afb06db945e5\",\"_type\":\"span\",\"marks\":[],\"text\":\" the old data model since step five, and nothing’s gone wrong (yet), so we should be good to go.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"33c012e20970\",\"_type\":\"block\",\"children\":[{\"_key\":\"6450b9330a35\",\"_type\":\"span\",\"marks\":[],\"text\":\"Step 4.2: Drop the old data model\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-step-42-drop-the-old-data-model\",\"slug\":\"step-42-drop-the-old-data-model\"}],\"style\":\"h3\"},{\"_key\":\"6fa5c55d6064\",\"_type\":\"block\",\"children\":[{\"_key\":\"e0fe305d7244\",\"_type\":\"span\",\"marks\":[],\"text\":\"Now there’s some columns in our database that we aren’t using, and we haven’t been for a while. We should drop them, so that our colleagues aren’t confused in the future.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e346abc54f4c\",\"_type\":\"block\",\"children\":[{\"_key\":\"24658506d466\",\"_type\":\"span\",\"marks\":[],\"text\":\"This might have some interesting downstream implications: you should check your data pipelines to see if anything is relying on the columns!\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"5c47fe99679f\",\"_type\":\"block\",\"children\":[{\"_key\":\"dd92a0cd6b51\",\"_type\":\"span\",\"marks\":[],\"text\":\"If you’re feeling very risk averse you can always take a backup of the data you’re deleting: I’ve never used a backup like this but I’ve often taken them just in-case.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"cb816d9f4f33\",\"_type\":\"block\",\"children\":[{\"_key\":\"63d68a955d2d\",\"_type\":\"span\",\"marks\":[],\"text\":\"And…we’re done!\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-andwere-done\",\"slug\":\"andwere-done\"}],\"style\":\"h2\"},{\"_key\":\"1bf77d946580\",\"_type\":\"block\",\"children\":[{\"_key\":\"5e2be6a2d226\",\"_type\":\"span\",\"marks\":[],\"text\":\"We’ve now got the new data model ready and raring to go, and all our existing APIs and UIs are working as expected, so the real fun can begin.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ac5bf5deb4ab\",\"_type\":\"block\",\"children\":[{\"_key\":\"945687333044\",\"_type\":\"span\",\"marks\":[],\"text\":\"In our case, we’ve been doing this migration to enable new functionality: customers want to rename their incident statuses. Next up, we can focus on shipping the new feature without having to worry about our existing data or functionality.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"850f2e790480\",\"_type\":\"block\",\"children\":[{\"_key\":\"97de5878f267\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is where we’ll build new APIs and UIs that allow our users to create, edit and delete incident statuses. Because we’ve already got the new data model, and we’ve got confidence that it’s working, we don’t have to worry about the downstream impacts: we’re just letting customers make changes in the UI which we can already make directly in the database.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"4f4232180231\",\"_type\":\"block\",\"children\":[{\"_key\":\"2563d8fce992\",\"_type\":\"span\",\"marks\":[],\"text\":\"So, what are the advantages of this approach?\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-so-what-are-the-advantages-of-this-approach\",\"slug\":\"so-what-are-the-advantages-of-this-approach\"}],\"style\":\"h2\"},{\"_key\":\"b8c095e2b437\",\"_type\":\"block\",\"children\":[{\"_key\":\"1e21bea4de14\",\"_type\":\"span\",\"marks\":[],\"text\":\"We frequently run migrations like this in half a day, as we continue to evolve our product. And while these all might sound like a lot of steps, once you’re doing it frequently, it’ll become second nature. That said, it’s a worthwhile process that has tons of advantages:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"b7770f88225d\",\"_type\":\"block\",\"children\":[{\"_key\":\"945a9c7df4a4\",\"_type\":\"span\",\"marks\":[],\"text\":\"You never have to rush\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-you-never-have-to-rush\",\"slug\":\"you-never-have-to-rush\"}],\"style\":\"h3\"},{\"_key\":\"ae64fff5c830\",\"_type\":\"block\",\"children\":[{\"_key\":\"0118d4b2dcff\",\"_type\":\"span\",\"marks\":[],\"text\":\"You can get through this whole process without having to rush through a particular step. That means you don’t have to have a quick backfill that runs while you take your system down, and you don’t have to worry if a backfill doesn’t work first time.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"3a3c20d01937\",\"_type\":\"block\",\"children\":[{\"_key\":\"a86b84e10802\",\"_type\":\"span\",\"marks\":[],\"text\":\"Deployments are less intimidating\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-deployments-are-less-intimidating\",\"slug\":\"deployments-are-less-intimidating\"}],\"style\":\"h3\"},{\"_key\":\"67581b6c22c9\",\"_type\":\"block\",\"children\":[{\"_key\":\"bdb6c63bc16f\",\"_type\":\"span\",\"marks\":[],\"text\":\"Migrating in this way means you can have a feature flag that controls whether your code is reading from the new model or the old model. That significantly derisks the switchover point: at the first sign of trouble you can flip the feature flag back to relying on the old data and start investigating. If the issue was unrelated, you can flip the flag again and you’re back using the new model.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a4cb8601f627\",\"_type\":\"block\",\"children\":[{\"_key\":\"b8fd2a04f6d7\",\"_type\":\"span\",\"marks\":[],\"text\":\"It doesn’t have to take long\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-it-doesnt-have-to-take-long\",\"slug\":\"it-doesnt-have-to-take-long\"}],\"style\":\"h3\"},{\"_key\":\"fd26467a9280\",\"_type\":\"block\",\"children\":[{\"_key\":\"c2fa78494058\",\"_type\":\"span\",\"marks\":[],\"text\":\"When you’re doing simple and low risk migrations, you can get through these steps very quickly (we frequently do this in a single day) provided you have an easy deployment path. The same process works just the same when you’re migrating millions of rows, or dealing with complex data structures - you just do a lot more waiting and a lot more checking.\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"73141cd74d2d\",\"_type\":\"block\",\"children\":[{\"_key\":\"763c3de05230\",\"_type\":\"span\",\"marks\":[],\"text\":\"You can efficiently parallelise effort\"}],\"markDefs\":[{\"_type\":\"slug\",\"_key\":\"slug-you-can-efficiently-parallelise-effort\",\"slug\":\"you-can-efficiently-parallelise-effort\"}],\"style\":\"h3\"},{\"_key\":\"e59951933f6f\",\"_type\":\"block\",\"children\":[{\"_key\":\"b6ec8333585b\",\"_type\":\"span\",\"marks\":[],\"text\":\"This is a pretty linear process: you’ll have to deploy each change one after another to gain confidence in the system. However, you can still parallelise the work - as soon as step 1 is complete, you can split up and start working on different chunks. A typical project for us might split into:\"}],\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"a677c677e050\",\"_type\":\"block\",\"children\":[{\"_key\":\"be98f71f279c\",\"_type\":\"span\",\"marks\":[],\"text\":\"Someone working on the two backfills\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"e9e3d9b7277c\",\"_type\":\"block\",\"children\":[{\"_key\":\"9a98f1ee6473\",\"_type\":\"span\",\"marks\":[],\"text\":\"Someone working on writing to the new data model\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"ece839a80a3f\",\"_type\":\"block\",\"children\":[{\"_key\":\"109689fdfdb0\",\"_type\":\"span\",\"marks\":[],\"text\":\"Someone working on reading from the new data model\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"982fc2b5692e\",\"_type\":\"block\",\"children\":[{\"_key\":\"17ec029840dc\",\"_type\":\"span\",\"marks\":[],\"text\":\"Someone building the new functionality enabled by the new data model\"}],\"level\":1,\"listItem\":\"bullet\",\"markDefs\":[],\"style\":\"normal\"},{\"_key\":\"0777e24c342c\",\"_type\":\"callout\",\"body\":[{\"_key\":\"3c1199ec6240\",\"_type\":\"block\",\"children\":[{\"_key\":\"7e052bcf57e2\",\"_type\":\"span\",\"marks\":[],\"text\":\"🗣️ Confession: we don’t always do all of these steps. We try to choose ‘horses for courses’, and adapt our approach based on the context that we’re working in. For example, if we’re touching authentication, we’d do the more rigorous version, but if we’re changing a less important feature that’s not widely used, we’ll cut corners to optimise for pace.\"}],\"markDefs\":[],\"style\":\"normal\"}],\"markDefs\":null}],\"category\":{\"id\":\"engineering\",\"name\":\"Engineering\"},\"date\":\"2023-02-28T00:00:00.000Z\",\"description\":\"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe\",\"faqs\":{\"title\":\"FAQs\",\"items\":[]},\"heroImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/ab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png?w=2000\u0026fit=max\u0026auto=format\",\"heroImgAlt\":\"\",\"heroImgCreditName\":null,\"heroImgCreditUrl\":\"\",\"isFeatured\":null,\"isHeroImgHidden\":null,\"isHiddenFromLists\":null,\"mediaBox\":\"$undefined\",\"ogCardStyle\":null,\"ogDescription\":null,\"ogImage\":\"\",\"ogTitle\":null,\"priority\":50,\"readingTime\":{\"minutes\":10,\"text\":\"10 min read\"},\"related\":[{\"_id\":\"59bb806c-b2d4-4e43-ac1a-ce346a36d81d\",\"_type\":\"blog\",\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-1fa50382fde41588c782aac0b86b8a96df63e21b-4672x7008-jpg\",\"_type\":\"reference\"},\"crop\":{\"_type\":\"sanity.imageCrop\",\"bottom\":0.42250378030339986,\"left\":0.13922187103602673,\"right\":0.14706922127573965,\"top\":0},\"hotspot\":{\"_type\":\"sanity.imageHotspot\",\"height\":0.5774962196966001,\"width\":0.7137089076882337,\"x\":0.4960763248801435,\"y\":0.28874810984830007}},\"bio\":null,\"id\":\"anthony-oparaocha\",\"name\":\"Anthony Oparaocha\",\"title\":\"Product Engineer Intern\"}],\"category\":{\"id\":\"engineering\",\"name\":\"Engineering\"},\"date\":\"2026-09-02T10:33:13.211Z\",\"description\":\"Our rate limiter depends on Valkey. If Valkey goes down we fail open and stop limiting which isn't good enough for our platform. As an intern, I built per-pod in-memory top-k buffers so we keep rate limiting even with the backing store gone.\",\"heroImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"heroImgAlt\":null,\"heroImgCreditName\":null,\"heroImgCreditUrl\":null,\"isFeatured\":false,\"isHeroImgHidden\":false,\"isHiddenFromLists\":false,\"ogCardStyle\":\"none\",\"ogDescription\":\" Our rate limiter depends on Valkey. If Valkey goes down we fail open and stop limiting which isn't good enough for our platform. As an intern, I built per-pod in-memory top-k buffers so we keep rate limiting even with the backing store gone.\",\"ogImage\":\"https://cdn.sanity.io/images/oqy5aexb/production/4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"ogTitle\":\"Interning at incident.io: Rate Limiting, Resiliently\",\"priority\":50,\"slug\":\"/blog/interning-at-incident-io-rate-limiting-resiliently\",\"thumbImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/4208ab8bacb5b3cde27465ad8764fa7cd5e30895-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"thumbImgAlt\":null,\"title\":\"Interning at incident.io: rate limiting, resiliently\",\"updatedAt\":\"2026-09-08T16:58:29Z\",\"url\":\"https://incident.io/blog/interning-at-incident-io-rate-limiting-resiliently\",\"postPath\":\"/blog/interning-at-incident-io-rate-limiting-resiliently\",\"body\":[],\"canonicalSlug\":\"/blog/interning-at-incident-io-rate-limiting-resiliently\",\"headings\":[],\"humanDate\":\"September 2, 2026\",\"machineDate\":\"2026-02-09\",\"readingTime\":{\"minutes\":\"$undefined\",\"text\":\"undefined min read\"},\"faqs\":{\"title\":\"FAQs\",\"items\":[]},\"mediaBox\":\"$undefined\",\"related\":\"$undefined\",\"relatedHub\":\"$undefined\",\"isDebriefPodcastPost\":false},{\"_id\":\"f3ee3736-294b-4170-a14c-04abb899cc18\",\"_type\":\"blog\",\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-8dbc717422b0562befb8ccc5c9399be570787e9f-1369x1369-png\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"patrick-hamann\",\"name\":\"Patrick Hamann\",\"title\":\"Product Engineer\"},{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-03534500cc455a88eb475ec447557953e2db55c7-512x512-jpg\",\"_type\":\"reference\"}},\"bio\":null,\"id\":\"mike-fisher\",\"name\":\"Mike Fisher\",\"title\":\"Product Engineer\"}],\"category\":{\"id\":\"engineering\",\"name\":\"Engineering\"},\"date\":\"2026-08-11T13:56:40.924Z\",\"description\":\"Our entire event-driven platform ran through a single message broker, which made it a single point of failure. So we added a second one. \\n\\nThis is the story of building an event load balancer, the queuing theory behind it, and the final chaos test where we turned off Pub/Sub in production and nobody noticed.\",\"heroImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"heroImgAlt\":\"We turned off Pub/Sub and no one noticed\",\"heroImgCreditName\":null,\"heroImgCreditUrl\":null,\"isFeatured\":false,\"isHeroImgHidden\":false,\"isHiddenFromLists\":false,\"ogCardStyle\":\"none\",\"ogDescription\":\"Our entire event-driven platform ran through a single message broker, which made it a single point of failure. So we added a second one. This is the story of building an event load balancer, the queueing theory behind it, and the chaos test where we turned off Pub/Sub in production and nobody noticed.\",\"ogImage\":\"https://cdn.sanity.io/images/oqy5aexb/production/02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"ogTitle\":\"We turned off Pub/Sub and nobody noticed\",\"priority\":50,\"slug\":\"/blog/we-turned-off-pub-sub-and-nobody-noticed\",\"thumbImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/02b1cabbed39c62eed6a6372f44b9b11b416c4f4-2400x1285.jpg?w=2000\u0026fit=max\u0026auto=format\",\"thumbImgAlt\":null,\"title\":\"We turned off Pub/Sub and nobody noticed\",\"updatedAt\":\"2026-08-13T15:51:13Z\",\"url\":\"https://incident.io/blog/we-turned-off-pub-sub-and-nobody-noticed\",\"postPath\":\"/blog/we-turned-off-pub-sub-and-nobody-noticed\",\"body\":[],\"canonicalSlug\":\"/blog/we-turned-off-pub-sub-and-nobody-noticed\",\"headings\":[],\"humanDate\":\"August 11, 2026\",\"machineDate\":\"2026-11-08\",\"readingTime\":{\"minutes\":\"$undefined\",\"text\":\"undefined min read\"},\"faqs\":{\"title\":\"FAQs\",\"items\":[]},\"mediaBox\":\"$undefined\",\"related\":\"$undefined\",\"relatedHub\":\"$undefined\",\"isDebriefPodcastPost\":false},{\"_id\":\"c2f628cf-31ed-4847-9b2e-35efdafa9f58\",\"_type\":\"blog\",\"authors\":[{\"avatar\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-f709cea28f7dc0c0a60e669c17c07edf7f72143f-2435x3328-jpg\",\"_type\":\"reference\"},\"crop\":{\"_type\":\"sanity.imageCrop\",\"bottom\":0,\"left\":0,\"right\":0,\"top\":0},\"hotspot\":{\"_type\":\"sanity.imageHotspot\",\"height\":1,\"width\":1,\"x\":0.5,\"y\":0.5}},\"bio\":null,\"id\":\"johanna-larsson\",\"name\":\"Johanna Larsson\",\"title\":\"Product Engineer\"}],\"category\":{\"id\":\"engineering\",\"name\":\"Engineering\"},\"date\":\"2026-07-21T11:00:45.227Z\",\"description\":\"Our learnings from implementing a product-wide read replica migrations, including some useful patterns for routing queries to replica and primary\",\"heroImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png?w=2000\u0026fit=max\u0026auto=format\",\"heroImgAlt\":null,\"heroImgCreditName\":null,\"heroImgCreditUrl\":null,\"isFeatured\":false,\"isHeroImgHidden\":false,\"isHiddenFromLists\":false,\"ogCardStyle\":\"none\",\"ogDescription\":null,\"ogImage\":\"\",\"ogTitle\":null,\"priority\":50,\"slug\":\"/blog/dont-add-a-read-replica-until-youve-read-this\",\"thumbImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/77427469f4daa51f1385e3d50b13a277e1fe26b9-2400x1285.png?w=2000\u0026fit=max\u0026auto=format\",\"thumbImgAlt\":null,\"title\":\"Don't add a read replica until you've read this\",\"updatedAt\":\"2026-09-03T14:54:42Z\",\"url\":\"https://incident.io/blog/dont-add-a-read-replica-until-youve-read-this\",\"postPath\":\"/blog/dont-add-a-read-replica-until-youve-read-this\",\"body\":[],\"canonicalSlug\":\"/blog/dont-add-a-read-replica-until-youve-read-this\",\"headings\":[],\"humanDate\":\"July 21, 2026\",\"machineDate\":\"2026-21-07\",\"readingTime\":{\"minutes\":\"$undefined\",\"text\":\"undefined min read\"},\"faqs\":{\"title\":\"FAQs\",\"items\":[]},\"mediaBox\":\"$undefined\",\"related\":\"$undefined\",\"relatedHub\":\"$undefined\",\"isDebriefPodcastPost\":false}],\"relatedHub\":null,\"slug\":\"/blog/how-we-run-migrations\",\"thumbImg\":\"https://cdn.sanity.io/images/oqy5aexb/production/ab4dd45a55dc297f04059cc49367e3159e67cd83-1712x982.png?w=2000\u0026fit=max\u0026auto=format\",\"thumbImgAlt\":\"\",\"title\":\"Taking the fear out of migrations\",\"updatedAt\":\"2025-10-02T18:06:55Z\",\"url\":\"https://incident.io/blog/how-we-run-migrations\",\"postPath\":\"/blog/how-we-run-migrations\",\"canonicalSlug\":\"/blog/how-we-run-migrations\",\"headings\":[{\"id\":\"a-worked-example\",\"value\":\"A worked example\",\"depth\":2},{\"id\":\"step-1-make-the-new-data-models\",\"value\":\"Step #1: Make the new data models\",\"depth\":2},{\"id\":\"step-2-write-to-both-the-old-and-the-new-model\",\"value\":\"Step #2: Write to both the old and the new model\",\"depth\":2},{\"id\":\"21-backfill-any-dependent-data-models\",\"value\":\"2.1: Backfill any dependent data models\",\"depth\":3},{\"id\":\"22-write-to-the-new-data-model\",\"value\":\"2.2: Write to the new data model\",\"depth\":3},{\"id\":\"23-backfill-the-existing-data\",\"value\":\"2.3: Backfill the existing data\",\"depth\":3},{\"id\":\"step-3-start-reading-smoothly-from-the-new-model\",\"value\":\"Step #3: Start reading smoothly from the new model\",\"depth\":2},{\"id\":\"31-read-from-both-sources-and-compare\",\"value\":\"3.1: Read from both sources and compare\",\"depth\":3},{\"id\":\"32-only-read-from-the-new-model\",\"value\":\"3.2: Only read from the new model\",\"depth\":3},{\"id\":\"step-4-drop-the-old-data-model\",\"value\":\"Step #4: Drop the old data model\",\"depth\":2},{\"id\":\"step-41-stop-using-the-old-data-model\",\"value\":\"Step 4.1: Stop using the old data model\",\"depth\":3},{\"id\":\"step-42-drop-the-old-data-model\",\"value\":\"Step 4.2: Drop the old data model\",\"depth\":3},{\"id\":\"andwere-done\",\"value\":\"And…we’re done!\",\"depth\":2},{\"id\":\"so-what-are-the-advantages-of-this-approach\",\"value\":\"So, what are the advantages of this approach?\",\"depth\":2},{\"id\":\"you-never-have-to-rush\",\"value\":\"You never have to rush\",\"depth\":3},{\"id\":\"deployments-are-less-intimidating\",\"value\":\"Deployments are less intimidating\",\"depth\":3},{\"id\":\"it-doesnt-have-to-take-long\",\"value\":\"It doesn’t have to take long\",\"depth\":3},{\"id\":\"you-can-efficiently-parallelise-effort\",\"value\":\"You can efficiently parallelise effort\",\"depth\":3}],\"humanDate\":\"February 28, 2023\",\"machineDate\":\"2023-28-02\",\"isDebriefPodcastPost\":false},\"otherPosts\":[\"$5:1:2:props:children:1:0:props:post:related:0\",\"$5:1:2:props:children:1:0:props:post:related:1\",\"$5:1:2:props:children:1:0:props:post:related:2\"],\"otherPostsTitle\":\"See related articles\"}],\"$L31\",\"$L32\",\"$L33\"]]}],\"$L34\"]]\n15:null\n19:[[\"$\",\"title\",\"0\",{\"children\":\"Taking the fear out of migrations | Blog | incident.io\"}],[\"$\",\"meta\",\"1\",{\"name\":\"description\",\"content\":\"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe\"}],[\"$\",\"meta\",\"2\",{\"name\":\"keywords\",\"content\":\"incident,incident management,incident response,post mortem,outage,slack incident,incident channel\"}],[\"$\",\"meta\",\"3\",{\"name\":\"slack-app-id\",\"content\":\"A01DEGPUHHC\"}],[\"$\",\"link\",\"4\",{\"rel\":\"canonical\",\"href\":\"https://incident.io/blog/how-we-run-migrations\"}],[\"$\",\"link\",\"5\",{\"rel\":\"alternate\",\"type\":\"text/markdown\",\"href\":\"https://incident.io/blog/how-we-run-migrations.md\"}],[\"$\",\"meta\",\"6\",{\"property\":\"og:title\",\"content\":\"Taking the fear out of migrations | Blog | incident.io\"}],[\"$\",\"meta\",\"7\",{\"property\":\"og:description\",\"content\":\"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe\"}],[\"$\",\"meta\",\"8\",{\"property\":\"og:image\",\"content\":\"https://incident.io/socialcard/blog/how-we-run-migrations?1759428415000\"}],[\"$\",\"meta\",\"9\",{\"property\":\"og:image:width\",\"content\":\"1200\"}],[\"$\",\"meta\",\"10\",{\"property\":\"og:image:height\",\"content\":\"628\"}],[\"$\",\"meta\",\"11\",{\"name\":\"twitter:card\",\"content\":\"summary_large_image\"}],[\"$\",\"meta\",\"12\",{\"name\":\"twitter:site\",\"content\":\"@incident_io\"}],[\"$\",\"meta\",\"13\",{\"name\":\"twitter:creator\",\"content\":\"@incident_io\"}],[\"$\",\"meta\",\"14\",{\"name\":\"twitter:title\",\"content\":\"Taking the fear out of migrations | Blog\"}],[\"$\",\"meta\",\"15\",{\"name\":\"twitter:description\",\"content\":\"Migrations can be scary: here’s how we run migrations at incident.io to keep things simple and safe\"}],[\"$\",\"meta\",\"16\",{\"name\":\"twitter:image\",\"content\":\"https://incident.io/socialcard/blog/how-we-run-migrations?1759428415000\"}],[\"$\",\"meta\",\"17\",{\"name\":\"twitter:image:width\",\"content\":\"1200\"}],[\"$\",\"meta\",\"18\",{\"name\":\"twitter:image:height\",\"content\":\"628\"}],[\"$\",\"link\",\"19\",{\"rel\":\"icon\",\"href\":\"/icons/icon-48x48.png\"}],[\"$\",\"link\",\"20\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-48x48.png\",\"sizes\":\"48x48\"}],[\"$\",\"link\",\"21\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-72x72.png\",\"sizes\":\"72x72\"}],[\"$\",\"link\",\"22\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-96x96.png\",\"sizes\":\"96x96\"}],[\"$\",\"link\",\"23\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-144x144.png\",\"sizes\":\"144x144\"}],[\"$\",\"link\",\"24\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-192x192.png\",\"sizes\":\"192x192\"}],[\"$\",\"link\",\"25\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-256x256.png\",\"sizes\":\"256x256\"}],[\"$\",\"link\",\"26\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-384x384.png\",\"sizes\":\"384x384\"}],[\"$\",\"link\",\"27\",{\"rel\":\"apple-touch-icon\",\"href\":\"/icons/icon-512x512.png\",\"sizes\":\"512x512\"}],[\"$\",\"$L35\",\"28\",{}]]\n"])</script><script>self.__next_f.push([1,"36:I[479520,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"\"]\n37:I[388027,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"ReadingProgressBar\"]\n31:[\"$\",\"hr\",null,{\"className\":\"h-px w-full border-stroke-primary dark:border-stroke-invert max-w-[1192px] mx-auto\"}]\n33:[\"$\",\"$L28\",null,{\"useLegacyWidth\":false}]\n34:[\"$\",\"$L36\",null,{\"type\":\"text/javascript\",\"src\":\"https://platform.twitter.com/widgets.js\",\"async\":true,\"strategy\":\"lazyOnload\"}]\n2f:[\"$\",\"$L2a\",null,{\"className\":\"$undefined\",\"theme\":\"light\",\"stickyNavTheme\":\"dark\",\"stickyNavClassName\":\"$undefined\",\"stickyNavAfterSlot\":[\"$\",\"$L37\",null,{\"className\":\"absolute -bottom-2\"}],\"hasBlurredBackground\":\"$undefined\",\"showSignupButtonOnInitialLoad\":\"$undefined\",\"showSignupButtonInStickyNav\":\"$undefined\",\"showNavContent\":\"$undefined\",\"showCtas\":[\"request-demo\",\"login\"],\"children\":\"$undefined\",\"mobileChildren\":\"$undefined\",\"initiallyTransparent\":\"$undefined\",\"switchToLightOnScroll\":\"$undefined\",\"customCtas\":\"$undefined\",\"demoHref\":\"$undefined\"}]\n"])</script><script>self.__next_f.push([1,"38:Tac7,M64.585 70.707c0-2.056-.082-3.562.024-5.051.103-1.436-.6-1.805-1.861-1.941a65 65 0 0 1-7.613-1.077c-3.706-.858-5.644-2.95-5.676-6.699-.058-6.805.239-13.615.449-20.422.058-1.908.982-3.522 2.753-4.233 2.345-.941 4.79-2.126 7.238-2.24 18.487-.86 36.98-1.648 55.481-2.117 11.857-.3 23.731-.09 35.595.054a57 57 0 0 1 9.753 1.07c4.438.833 6.258 2.847 6.862 7.275.842 6.162 1.19 12.354.082 18.52-1.066 5.937-3.995 8.578-10.004 9.166-1.849.18-3.713.194-5.57.283-2.641.128-2.717.233-2.193 3.277.811.066 1.674.146 2.538.205 1.855.127 3.719.177 5.566.373 7.408.788 9.507 2.64 10.162 10.009.495 5.104.571 10.24.228 15.357-.499 6.596-3.609 9.422-10.143 10.138-3.423.375-6.867.55-10.527.834l.252 4.773c.904.089 1.755.16 2.605.257 3.426.404 6.88.656 10.267 1.276 3.231.59 5.469 2.576 6.018 5.942 1.088 6.676 1.473 13.391.219 20.086-1.048 5.591-4.045 8.412-9.78 8.719-7.337.394-14.688.47-22.035.565-20.19.259-40.38.518-60.57.638-5.216.031-10.436-.425-15.652-.715a22.4 22.4 0 0 1-3.668-.575c-4.525-1.023-6.462-3.047-6.5-7.718-.053-6.454.272-12.911.478-19.365.068-2.122 1.05-3.869 3.03-4.626 2.92-1.121 5.95-1.953 9.486-3.083l.563-4.066c-2.14-.331-4.057-.545-5.937-.936-4.235-.88-6.258-2.95-6.376-7.261-.179-6.54-.028-13.09.036-19.637.02-2.116.97-3.888 2.945-4.679a57 57 0 0 1 7.496-2.328c1.145-.282 2.418-.048 3.98-.048m44.498 26.886v-.361c3.006 0 6.014.073 9.018-.013q18.975-.54 37.945-1.17c3.85-.129 4.805-.875 4.939-4.7.17-4.846-.075-9.708-.159-14.562-.03-1.658-.782-2.612-2.57-2.684-1.676-.068-3.343-.377-5.019-.44-20.993-.78-41.932.383-62.865 1.777q-16.68 1.11-33.377 1.992c-1.774.096-2.039 1-1.95 2.406.344 5.476.702 10.946 1.01 16.421.107 1.895 1.158 2.659 2.918 2.678 7.868.085 15.744.4 23.606.176 8.842-.255 17.67-.993 26.504-1.52m-3.848 17.2-.011.352c-6.008.319-12.016.691-18.03.941q-15.382.639-30.772 1.117c-1.843.053-2.273.911-2.207 2.482.212 5.126.382 10.256.603 15.382.13 3.064.388 3.552 3.583 3.706 7.596.368 15.206.751 22.809.65 15.132-.2 30.259-.767 45.39-1.095 9.469-.205 18.943-.217 28.412-.386 3.548-.064 4.589-.837 4.793-4.285.292-4.929.178-9.883.21-14.826.012-1.662-.765-2.628-2.522-2.769-1.939-.155-3.866-.581-5.804-.613-15.485-.257-30.969-.447-46.454-.656m.038-81.623-.009.412c-5.127.256-10.253.547-15.382.76-10.875.452-21.75.908-32.63 1.244-1.821.056-2.617.56-2.533 2.416.229 5.038.39 10.079.598 15.118.143 3.469.346 3.918 3.783 4.084 7.51.362 15.035.718 22.548.616 14.691-.2 29.376-.763 44.066-1.083 9.912-.217 19.828-.248 29.74-.416 3.677-.062 4.643-.783 4.884-4.472.305-4.664.291-9.357.207-14.036-.053-2.83-.368-3.002-3.272-3.453a31 31 0 0 0-4.219-.46q-23.889-.397-47.781-.73m34.918 70.226-71.115 2.452.699 4.303 70.15-2.374zM71.847 70.004l69.494-3.832q.182-.503.26-1.032-.016-.9-.156-1.79l-70.394.867c.192 1.914.334 3.403.5 4.891q.106.462.294.896z39:T613,M86.987 89.137c-4.978.235-11.428.551-17.88.834-1.144.05-2.415.254-3.406-.151-.893-.366-1.921-1.399-2.067-2.275-.115-.69.869-2.023 1.64-2.298a17.7 17.7 0 0 1 5.194-.918q19.227-.75 38.46-1.35a21.3 21.3 0 0 1 3.698.25c1.445.208 2.544 1.01 2.609 2.555s-1.004 2.499-2.399 2.76c-1.821.35-3.669.54-5.524.567-6.282.067-12.565.026-20.325.026M153.008 88.199a3.404 3.404 0 0 1-3.32-3.416c.074-2.035 1.458-3.543 3.218-3.509a3.72 3.72 0 0 1 3.509 3.606 3.373 3.373 0 0 1-3.407 3.319M141.657 88.559a3.414 3.414 0 0 1-3.403-3.347c-.019-1.875 1.177-2.952 3.26-2.938 2.153.013 3.504 1.246 3.436 3.136a3.315 3.315 0 0 1-3.293 3.148M128.268 82.723a3.27 3.27 0 0 1 3.137 2.968 2.86 2.86 0 0 1-.907 2.118 2.86 2.86 0 0 1-2.176.758 2.95 2.95 0 0 1-2.801-2.94 2.74 2.74 0 0 1 .749-2.043 2.75 2.75 0 0 1 1.998-.861M87.676 130.021h-19.35q-1.591.05-3.179-.069c-1.452-.156-2.566-.86-2.632-2.465-.06-1.486.95-2.276 2.254-2.539a26 26 0 0 1 4.727-.599q19.49-.294 38.979-.466c1.14-.011 2.427-.064 3.382.422.962.489 2.188 1.612 2.206 2.481.019.879-1.14 2.071-2.079 2.6-.926.522-2.222.51-3.357.517-6.984.041-13.967.02-20.948.02zM151.787 123.145a3.65 3.65 0 0 1 3.615 3.514 3.375 3.375 0 0 1-3.115 3.372 3.38 3.38 0 0 1-3.551-3.2c-.06-1.981 1.311-3.637 3.051-3.686M137.269 126.814c-.026-1.853 1.215-2.999 3.224-2.977 2.127.025 3.489 1.271 3.435 3.146a3.283 3.283 0 0 1-3.26 3.148 3.4 3.4 0 0 1-3.399-3.317M127.531 129.834a2.91 2.91 0 0 1-3.004-2.959 2.8 2.8 0 0 1 .192-1.087 2.802 2.802 0 0 1 2.587-1.784 3.305 3.305 0 0 1 3.067 3.025 2.77 2.77 0 0 1-.828 2.003 2.776 2.776 0 0 1-2.014.80232:[\"$\",\"section\",null,{\"className\":\"\",\"children\":[[\"$\",\"div\",null,{\"className\":\"mx-auto flex flex-col gap-3 items-center text-center mb-10\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"fill\":\"none\",\"viewBox\":\"0 0 246 151\",\"className\":\"w-[96px] sm:w-[246px]\",\"children\":[[\"$\",\"g\",null,{\"fill\":\"#E4D9C8\",\"clipPath\":\"url(#server-racks_svg__a)\",\"children\":[[\"$\",\"path\",null,{\"d\":\"$38\"}],[\"$\",\"path\",null,{\"d\":\"$39\"}]]}],\"$L3a\",\"$L3b\",\"$L3c\"]}],\"$L3d\",\"$L3e\"]}],\"$L3f\"]}]\n"])</script><script>self.__next_f.push([1,"43:I[605500,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"Image\"]\n40:Tbe9,M155.218 63.963c1.78-1.028 3.043-1.853 4.386-2.505 1.294-.629 1.263-1.422.75-2.582a65 65 0 0 1-2.874-7.132c-1.109-3.639-.267-6.362 2.964-8.265 5.864-3.453 11.911-6.6 17.91-9.822 1.681-.903 3.541-.91 5.042.268 1.988 1.56 4.237 3.085 5.56 5.148 9.987 15.58 19.917 31.202 29.573 46.99 6.188 10.118 11.944 20.506 17.752 30.853a57 57 0 0 1 3.948 8.981c1.498 4.26.664 6.843-2.868 9.58-4.916 3.81-10.104 7.208-15.998 9.331-5.674 2.045-9.426.829-12.94-4.081-1.08-1.51-2.024-3.118-3.031-4.682-1.431-2.223-1.56-2.236-3.933-.261.348.736.71 1.523 1.091 2.301.818 1.67 1.706 3.309 2.461 5.007 3.02 6.809 2.465 9.553-3.588 13.804a94 94 0 0 1-13.186 7.877c-5.961 2.865-9.964 1.586-13.851-3.715-2.036-2.777-3.91-5.672-5.985-8.7-1.337.868-2.558 1.66-4.008 2.605.375.827.739 1.599 1.079 2.385 1.363 3.168 2.872 6.286 4.029 9.529 1.105 3.092.504 6.024-2.137 8.182-5.237 4.281-10.86 7.972-17.285 10.233-5.366 1.888-9.308.703-12.442-4.11-4.009-6.157-7.751-12.485-11.506-18.801-10.32-17.354-20.639-34.71-30.838-52.136-2.634-4.501-4.85-9.25-7.206-13.912a22.3 22.3 0 0 1-1.336-3.465c-1.377-4.43-.592-7.119 3.434-9.488 5.562-3.272 11.317-6.22 17.01-9.268 1.871-1.002 3.875-1.025 5.521.312 2.43 1.968 4.666 4.176 7.413 6.673l3.802-1.546c-.784-2.019-1.556-3.786-2.158-5.61-1.355-4.107-.574-6.894 3.1-9.152 5.575-3.424 11.324-6.57 17.024-9.787 1.843-1.04 3.853-1.105 5.525.211a57 57 0 0 1 5.764 5.328c.817.85 1.251 2.07 2.032 3.422m-1.036 51.979.313-.181c1.503 2.604 2.944 5.245 4.52 7.804a7868 7868 0 0 0 19.986 32.277c2.036 3.269 3.161 3.723 6.54 1.927 4.282-2.276 8.37-4.919 12.531-7.419 1.421-.855 1.872-1.983 1.04-3.568-.779-1.485-1.345-3.084-2.129-4.567-9.82-18.571-21.297-36.122-32.971-53.554a2405 2405 0 0 1-18.413-27.91c-.971-1.488-1.886-1.265-3.059-.485-4.571 3.036-9.129 6.081-13.716 9.086-1.588 1.04-1.724 2.331-.86 3.865 3.86 6.857 7.525 13.835 11.65 20.532 4.641 7.53 9.694 14.806 14.568 22.193m-16.819 5.268-.311.166c-3.28-5.043-6.606-10.06-9.83-15.144a2962 2962 0 0 1-16.352-26.09c-.968-1.57-1.926-1.513-3.254-.671-4.333 2.747-8.69 5.459-13.02 8.213-2.588 1.646-2.882 2.112-1.418 4.956 3.48 6.762 6.953 13.545 10.842 20.078 7.739 13.005 15.794 25.822 23.643 38.762 4.913 8.098 9.659 16.296 14.541 24.412 1.829 3.041 3.019 3.556 6.107 2.009 4.415-2.212 8.648-4.788 12.945-7.231 1.445-.821 1.893-1.977 1.137-3.569-.835-1.757-1.43-3.639-2.371-5.333-7.52-13.539-15.098-27.044-22.659-40.559zm70.707-40.779-.362.198c-2.785-4.312-5.6-8.605-8.349-12.941-5.829-9.193-11.661-18.383-17.392-27.636-.96-1.55-1.794-1.987-3.359-.986-4.249 2.717-8.534 5.377-12.794 8.077-2.932 1.858-3.22 2.259-1.645 5.318 3.442 6.685 6.896 13.38 10.741 19.835 7.518 12.623 15.349 25.06 22.971 37.621 5.143 8.476 10.128 17.047 15.23 25.548 1.892 3.153 3 3.629 6.315 1.993 4.191-2.068 8.249-4.427 12.259-6.839 2.424-1.461 2.415-1.819 1.354-4.56a31 31 0 0 0-1.711-3.883 18099 18099 0 0 0-23.258-41.745m-43.359 65.353-37.682-60.362-3.376 2.757 37.131 59.565zM159.457 69.9l38.066 58.268q.526-.094 1.023-.291a13 13 0 0 0 1.472-1.03l-35.947-60.53c-1.561 1.124-2.78 1.99-3.986 2.879q-.347.322-.628.70341:T638,M150.457 92.578c-2.692-4.194-6.191-9.622-9.662-15.068-.615-.966-1.428-1.964-1.573-3.025-.129-.957.251-2.363.937-2.927.541-.445 2.187-.26 2.811.271a17.7 17.7 0 0 1 3.391 4.039A4854 4854 0 0 1 166.76 108.5a21.3 21.3 0 0 1 1.634 3.328c.542 1.355.397 2.707-.909 3.536s-2.666.381-3.591-.696a32 32 0 0 1-3.252-4.501c-3.199-5.407-6.305-10.869-10.185-17.59M184.28 149.285a3.4 3.4 0 0 1 1.298-4.584c1.799-.952 3.797-.508 4.648 1.033a3.717 3.717 0 0 1-1.369 4.842 3.37 3.37 0 0 1-4.577-1.291M178.294 139.634a3.417 3.417 0 0 1 1.196-4.62c1.614-.953 3.145-.457 4.175 1.355 1.065 1.871.673 3.657-.999 4.543a3.31 3.31 0 0 1-4.372-1.278M176.653 125.122a3.27 3.27 0 0 1-1.002 4.201 2.85 2.85 0 0 1-2.288.273 2.86 2.86 0 0 1-1.744-1.506 2.95 2.95 0 0 1 1.145-3.896 2.76 2.76 0 0 1 3.15.098c.3.224.552.506.739.83M186.448 73.394l-9.544-16.53c-.532-.921-1.097-1.819-1.591-2.756-.721-1.368-.93-2.801.481-3.807 1.576-1.122 2.881-.221 3.899 1.011a32 32 0 0 1 2.794 3.866 6645 6645 0 0 1 18.701 31.457c.85 1.44 1.751 2.946 2.124 4.54a4.12 4.12 0 0 1-.831 3.278c-1.052 1.098-2.52.558-3.536-.47a14 14 0 0 1-2.086-2.716c-3.482-5.951-6.912-11.932-10.36-17.903zM218.587 129.118a3.33 3.33 0 0 1 1.119-4.637c1.726-1.001 3.831-.586 4.695.927a3.713 3.713 0 0 1-1.16 4.722 3.33 3.33 0 0 1-3.748-.054 3.3 3.3 0 0 1-.906-.958M212.767 119.233a3.34 3.34 0 0 1-.409-2.529 3.34 3.34 0 0 1 1.498-2.077c1.601-.985 3.196-.519 4.197 1.232 1.063 1.859.697 3.653-.93 4.565a3.235 3.235 0 0 1-4.356-1.191M206.259 107.429a2.89 2.89 0 0 1 1.472-3.95c1.466-.588 2.78-.347 3.604 1.132a3.167 3.167 0 0 1-1.339 4.267 2.836 2.836 0 0 1-3.737-1.4493a:[\"$\",\"g\",null,{\"fill\":\"#E4D9C8\",\"clipPath\":\"url(#server-racks_svg__b)\",\"children\":[[\"$\",\"path\",null,{\"d\":\"$40\"}],[\"$\",\"path\",null,{\"d\":\"$41\"}]]}]\n42:T42c,M153.387 37.918c-.642.435-1.268.644-2.099.39-2.077-.636-4.188-1.16-6.288-1.721-.362-.097-.733-.152-1.24-.254.017.398.018.702.046 1.003q.151.977.186 1.965c-.034 1.143-.887 1.686-1.964 1.291a6.6 6.6 0 0 1-1.13-.59 66 66 0 0 1-9.969-7.292c-.604-.544-1.137-1.133-1.196-1.976.684-1.128 1.694-1.179 2.767-.912 1.184.295 2.352.657 3.669 1.028-.194-1.042-.355-2.004-.558-2.957-.122-.57-.289-1.165.244-1.576.593-.458 1.26-.33 1.87.029 1.309.766 2.609 1.547 3.91 2.326 2.6 1.56 5.208 3.105 7.792 4.69q1.576.952 3.028 2.082c.41.324.634.883.941 1.335zM168.257 2.815c.757.17 1.338.483 1.721 1.263.958 1.95 2.021 3.847 3.05 5.762.177.33.392.638.664 1.078.278-.285.499-.494.699-.72q.608-.78 1.305-1.48c.858-.759 1.837-.509 2.286.547q.232.598.343 1.228a66 66 0 0 1 1.509 12.259c.016.812-.048 1.604-.622 2.224-1.29.273-2.019-.428-2.559-1.393-.596-1.065-1.132-2.164-1.763-3.378-.626.854-1.217 1.63-1.773 2.43-.332.479-.651 1.009-1.315.902-.741-.12-1.103-.694-1.26-1.383-.337-1.48-.658-2.961-.98-4.444-.643-2.962-1.302-5.921-1.915-8.89a31 31 0 0 1-.555-3.632c-.045-.521.21-1.067.329-1.6z3b:[\"$\",\"path\",null,{\"fill\":\"#E4D9C8\",\"d\":\"$42\"}]\n3c:[\"$\",\"defs\",null,{\"children\":[[\"$\",\"clipPath\",null,{\"id\":\"server-racks_svg__a\",\"children\":[\"$\",\"path\",null,{\"fill\":\"#fff\",\"d\":\"M48.644 83.479c0-9.395 7.616-17.012 17.01-17.012h102.878v79.386H48.644z\"}]}],[\"$\",\"clipPath\",null,{\"id\":\"server-racks_svg__b\",\"children\":[\"$\",\"path\",null,{\"fill\":\"#fff\",\"d\":\"m185.411 28.395 59.945 103.826-32.271 18.632L153.14 47.026z\"}]}]]}]\n3d:[\"$\",\"h2\",null,{\"className\":\"text-h3 md:text-h2 text-balance max-w-[588px]\",\"children\":\"So good, you’ll break things on purpose\"}]\n3e:[\"$\",\"p\",null,{\"className\":\"text-body md:text-body-lg max-w-[588px]\",\"children\":\"Ready for modern incident management? Book a call with one of our experts today.\"}]\n3f:[\"$\",\"div\",null,{\"className\":\"flex gap-4 flex-col lg:flex-row lg:gap-4\",\"children\":[[\"$\",\"div\",null,{\"className\":\"basis-1/2\",\"children\":[\"$\",\"$L43\",null,{\"src\":{\"src\":\"/_next/static/immutable/media/signup-image.1f5nktjcty_re.png\",\"width\":1176,\"height\":641,\"blurWidth\":8,\"blurHeight\":4,\"blurDataURL\":\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAECAYAAACzzX7wAAAAhUlEQVR42g3KSwrCMBQF0OzWiWIRTHFgoUXBQRWDKJRC16JWTfET07wkuJnHtcMDR5SF5Mko4UKmvF/O+Lie82mz4GqXca1yFnmaQJU1uvYOo2/4dC3e+oqXvuD5OEOs5BjNoYK3FtF72ECgGBD7Hr/BIpNTbFUDY74gR7BDJCI45xBCwB+DRGEIc5vtKwAAAABJRU5ErkJggg==\"},\"alt\":\"Signup image\",\"className\":\"w-full h-full object-cover rounded-lg\"}]}],[\"$\",\"div\",null,{\"className\":\"basis-1/2 flex flex-col gap-6 bg-surface-secondary rounded-lg p-6\",\"children\":[[\"$\",\"div\",null,{\"className\":\"grow\",\"children\":[[\"$\",\"h3\",null,{\"className\":\"text-body-emphasis mb-2\",\"children\":\"We’d love to talk to you about\"}],[\"$\",\"ul\",null,{\"className\":\"flex flex-col gap-2 text-body-serif grow\",\"children\":[[\"$\",\"li\",\"0\",{\"className\":\"flex gap-1\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":\"20\",\"height\":\"21\",\"viewBox\":\"0 0 20 21\",\"fill\":\"none\",\"className\":\"mt-0.5\",\"children\":[\"$\",\"path\",null,{\"d\":\"M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z\",\"fill\":\"#F25533\"}]}],\"All-in-one incident management\"]}],[\"$\",\"li\",\"1\",{\"className\":\"flex gap-1\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":\"20\",\"height\":\"21\",\"viewBox\":\"0 0 20 21\",\"fill\":\"none\",\"className\":\"mt-0.5\",\"children\":[\"$\",\"path\",null,{\"d\":\"M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z\",\"fill\":\"#F25533\"}]}],\"Our unmatched speed of deployment\"]}],[\"$\",\"li\",\"2\",{\"className\":\"flex gap-1\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":\"20\",\"height\":\"21\",\"viewBox\":\"0 0 20 21\",\"fill\":\"none\",\"className\":\"mt-0.5\",\"children\":[\"$\",\"path\",null,{\"d\":\"M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z\",\"fill\":\"#F25533\"}]}],\"Why we’re loved by users and easily adopted\"]}],[\"$\",\"li\",\"3\",{\"className\":\"flex gap-1\",\"children\":[[\"$\",\"svg\",null,{\"xmlns\":\"http://www.w3.org/2000/svg\",\"width\":\"20\",\"height\":\"21\",\"viewBox\":\"0 0 20 21\",\"fill\":\"none\",\"className\":\"mt-0.5\",\"children\":[\"$\",\"path\",null,{\"d\":\"M9.14598 14.4365C10.6142 11.6377 12.4682 9.39312 14.6552 7.7673C15.0469 7.47672 15.1281 6.92263 14.8375 6.53205C14.547 6.1403 13.994 6.0603 13.6035 6.34971C11.5753 7.85671 9.81654 9.83428 8.35895 12.2401C7.8025 11.3648 7.19429 10.5978 6.5202 9.92016C6.1755 9.57311 5.61552 9.57312 5.27201 9.91663C4.92614 10.2601 4.92496 10.8201 5.26848 11.1648C6.14727 12.0483 6.90371 13.1165 7.58016 14.4306C7.73191 14.7247 8.03896 14.9129 8.36483 14.9094C8.69306 14.9094 8.99422 14.727 9.14598 14.4365Z\",\"fill\":\"#F25533\"}]}],\"How we work for the whole organization\"]}]]}]]}],\"$L44\"]}]]}]\n"])</script><script>self.__next_f.push([1,"45:I[779397,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"RequestADemoButton\"]\n46:I[379700,[\"/_next/static/immutable/chunks/0-l0sxraekmer.js\",\"/_next/static/immutable/chunks/1vj2-813oq6tg.js\",\"/_next/static/immutable/chunks/1vvlruwewhgbt.js\",\"/_next/static/immutable/chunks/27fxx2z424byj.js\",\"/_next/static/immutable/chunks/3c4tjp_3gm_rj.js\",\"/_next/static/immutable/chunks/3toyqodzjr-9d.js\",\"/_next/static/immutable/chunks/2hdxyct5upc3z.js\",\"/_next/static/immutable/chunks/1ah2s79s4e7mm.js\",\"/_next/static/immutable/chunks/24dbkag80ciqd.js\",\"/_next/static/immutable/chunks/34-yxyyt1i1n8.js\",\"/_next/static/immutable/chunks/1zi8qxi1p_fsn.js\",\"/_next/static/immutable/chunks/2eophjajue3_e.js\",\"/_next/static/immutable/chunks/3d48p4uv87yqq.js\",\"/_next/static/immutable/chunks/2y03n43y-fjfs.js\",\"/_next/static/immutable/chunks/39pfb5kk8her1.js\",\"/_next/static/immutable/chunks/3qz9rwp_7jbnb.js\",\"/_next/static/immutable/chunks/1my_9vnng6gxj.js\",\"/_next/static/immutable/chunks/040yti440pn1b.js\",\"/_next/static/immutable/chunks/0v4j5g1ppvtg_.js\",\"/_next/static/immutable/chunks/3buml8s4fdaii.js\",\"/_next/static/immutable/chunks/2_frah5pspzdw.js\",\"/_next/static/immutable/chunks/1mcb8cvy5_n5b.js\",\"/_next/static/immutable/chunks/132szer1wwfxa.js\",\"/_next/static/immutable/chunks/2jjhnej_crwty.js\",\"/_next/static/immutable/chunks/19t-07qzgwjic.js\",\"/_next/static/immutable/chunks/1wpznbhwql3dd.js\",\"/_next/static/immutable/chunks/20izjjpsu0ag8.js\"],\"StartATrialButton\"]\n44:[\"$\",\"div\",null,{\"className\":\"flex justify-between items-center\",\"children\":[[\"$\",\"div\",null,{\"className\":\"w-full flex gap-4 flex-col sm:flex-row whitespace-nowrap\",\"children\":[\"$undefined\",[\"$\",\"$L45\",null,{\"analyticsSource\":\"homepage-signup-card\",\"size\":\"lg\",\"children\":\"Get a demo\"}],[\"$\",\"$L46\",null,{\"href\":\"$undefined\",\"size\":\"lg\",\"theme\":\"tertiary\",\"analyticsSource\":\"homepage-signup-card\",\"children\":\"$undefined\"}]]}],\"$L47\"]}]\n"])</script><script>self.__next_f.push([1,"47:[\"$\",\"div\",null,{\"className\":\"-space-x-1 hidden md:flex\",\"children\":[[[\"$\",\"$L2c\",\"Eryn Carman\",{\"src\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-13c3df986e33da4b270a0ede8c6859982f9f87f9-943x943-jpg\",\"_type\":\"reference\"}},\"alt\":\"Eryn Carman\",\"className\":\"size-10 rounded-full border-2 border-surface-secondary\"}],[\"$\",\"$L2c\",\"Lucy Jennings\",{\"src\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-4a76d0ae3b8eef5d16f525ac375b3570563346a3-800x800-jpg\",\"_type\":\"reference\"},\"crop\":{\"_type\":\"sanity.imageCrop\",\"bottom\":0.35513671874999986,\"left\":0.32833007812500015,\"right\":0.23209960937499996,\"top\":0.21847656250000017},\"hotspot\":{\"_type\":\"sanity.imageHotspot\",\"height\":0.42638671874999995,\"width\":0.4395703124999999,\"x\":0.5481152343750001,\"y\":0.43166992187500014}},\"alt\":\"Lucy Jennings\",\"className\":\"size-10 rounded-full border-2 border-surface-secondary\"}],[\"$\",\"$L2c\",\"Rory Malcolm\",{\"src\":{\"_type\":\"image\",\"asset\":{\"_ref\":\"image-1e715111dcf04d620a13db5d6b70d9a19b74033f-3024x4032-jpg\",\"_type\":\"reference\"}},\"alt\":\"Rory Malcolm\",\"className\":\"size-10 rounded-full border-2 border-surface-secondary\"}]],false]}]\n"])</script></body></html>