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1</head><body><div id="__next"><div class="__className_f367f3 bg-stone-50 dark:bg-stone-900"><div class=""><div class="sticky top-0 z-10"><div class="flex flex-nowrap border-b-0 border-amber-600 bg-gradient-to-tl from-purple-700 to-amber-500"><div class=""><a href="/"><img alt="Answers for AWS" loading="lazy" width="800" height="270" decoding="async" data-nimg="1" class="w-[250px] md:w-[300px] h-[auto]" style="color:transparent" src="/_next/static/media/answers-logo.9c9d2205.png"/></a></div><div class="flex grow items-center justify-end pr-8 md:pr-10 lg:invisible"><button class="bg-amber-500 fill-white hover:bg-amber-600 p-2 rounded-lg shadow-lg drop-shadow-xl"><svg viewBox="0 0 32 25" width="32" height="25" style="filter:drop-shadow(#6666666 1px 0 4px)"><rect y="0" width="32" height="5" rx="3" class="transition ease transform duration-300 "></rect><rect y="10" width="32" height="5" rx="3" class="transition ease transform duration-300 opacity-100"></rect><rect y="20" width="32" 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after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2026 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="block grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ai-sdlc/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI SDLC</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/general/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">General</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2025/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2025 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">
1Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/general/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">General</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2024/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2024 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">
1Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2023/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2023 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 "><a href="/blog/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Blog</p></a></div><div class="py-4 px-8 bg-stone-700"><a href="/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">About</p></a></div><div class="py-4 px-8 "><a href="/slides/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Slides</p></a></div></div></div></div></div><div class="lg:flex lg:flex-row"><div class="hidden lg:flex lg:min-w-max"><div class="bg-stone-800 lg:h-full dark:lg:border-r-2 lg:border-stone-600 "><div class="grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><a href="/survey/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2027<!-- --> Survey</p></a></div><div class="py-4 px-8 flex justify-between"><a href="/2026/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2026 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="block grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">
1Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/ai-sdlc/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI SDLC</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/general/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">General</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2026/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2025/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2025 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">
1Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/general/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">General</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2025/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2024/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2024 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">
1Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2024/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 flex justify-between"><a href="/2023/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">2023 Summary</p></a><button class="pl-8 pr-2 text-stone-50">ï¼</button></div><div class="hidden grid grid-cols-1 divide-y divide-dashed divide-stone-600 border-b-2 border-stone-600 lg:border-b lg:border-dashed"><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/iac/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Infrastructure as Code</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/ci-cd/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">CI/CD</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/serverless/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Serverless</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/containers/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Containers</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/nosql-db/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">NoSQL DBs</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/events/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Events Driven Architectures</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/ai-ml/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">AI & ML</p></a></div><div class="py-4 px-8 "><span class="ml-4 text-stone-500">â³</span> <a href="/2023/demographics/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Demographics</p></a></div></div><div class="py-4 px-8 "><a href="/blog/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Blog</p></a></div><div class="py-4 px-8 bg-stone-700"><a href="/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">About</p></a></div><div class="py-4 px-8 "><a href="/slides/"><p class=" inline-block relative text-amber-500 after:content-[""] after:absolute after:w-full after:scale-0 after:h-0.5 after:bottom-0 after:left-0 after:bg-purple-700 after:origin-bottom-right after:transition after:ease-out after:duration-200 hover:after:scale-100 hover:after:origin-bottom-left">Slides</p></a></div></div></div></div><div class="w-full"><main>
1<div class="flex flex-col items-center justify-center p-4 sm:px-8"><div class="prose"><div class="mb-2 border border-stone-800 rounded-md p-4 bg-amber-50 text-black">The results of the <!-- -->2026<!-- --> Answers for AWS survey are live!<br/><div class="mb-2 mt-4 flex flex-row"><a class="p-2 px-4 border border-black rounded-md bg-purple-700 text-stone-50 no-underline drop-shadow-lg" href="/2026/"><div>ð View the <!-- -->2026<!-- --> Results  â¡</div></a></div></div><div class="mb-2"><h3>What is this?</h3><p>This is a yearly survey to collect data on the the state of AWS and related services. The data collected will be released publicly as a resource for all.</p><h3>Can't you get usage information programmatically?</h3><p>Kind of, and folks like Datadog used to produce the awesome <a href="https://www.datadoghq.com/state-of-serverless/" target="_blank" rel="noreferrer">State of Serverless</a> report. However, what you cannot get from pure usage data is the human side - do people actually <i>like</i> using the service? Would they use it again if they had a choice? This project aims to answer these questions.</p><h3>How long is this going to take?</h3><p>Most people complete the survey in under 5 minutes.</p><h3>Is answering every question required?</h3><p>No, every question of the survey is optional and can be skipped.</p><h3>Who runs this survey?</h3><p>The survey is run by <a href="https://builder.aws.com/community/heroes/PeterSankauskas" target="_blank" rel="noreferrer">Peter Sankauskas</a> with assistance from the amazing AWS community.</p><h3>Is this affiliated with Amazon Web Services?</h3><p>No. This survey is in not supported, sponsored or endorsed by AWS. It is unofficial and is entirely community operated.</p><h3>Who should fill out this survey?</h3><p>If you have used Amazon Web Services in any capacity, this survey is for you.</p><h3>When will the results be released?</h3><p>The survey will run until <!-- -->February 5, 2026<!-- -->, and the survey results will be released shortly afterwards. You may optionally enter your email address to be notified once results are published.</p><h3>Where did the inspiration for this survey come from?</h3><p>After using the <a href="https://2021.stateofjs.com/en-US/" target="_blank" rel="noreferrer">State of Javascript</a> website many times, I wanted something similar for AWS. After asking around at re:invent 2022, I couldn't find anyone who had put something like this together, so I decided to kick it off. The survey is now in its third year running.</p></div><div class="mb-2 mt-8 flex flex-row-reverse"><a class="p-2 px-4 border border-black rounded-md bg-purple-700 text-white no-underline" href="/survey/"><div>Sign up for next year's survey<!-- -->  â¡</div></a></div></div></div></main><footer class="flex flex-col border-t p-4 mt-4 border-stone-500 text-stone-500 dark:text-stone-300 text-center text-xs leading-relaxed"><div>Copyright © <!-- -->2026<!-- -->. All rights reserved.</div><div class="italic"><a href="/legacy/index.html" class="text-stone-500 dark:text-stone-300 hover:underline">Legacy Answers for AWS website</a></div><div>Made with â¤ï¸ by <a href="https://pas.ventures/" class="text-stone-500 dark:text-stone-300 hover:underline" target="_blank">PAS Ventures</a></div></footer></div></div></div></div></div>
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