--- title: The great migration: Why every AI platform is converging... description: Kubernetes has evolved from a microservices platform into the de facto infrastructure for AI workloads. By 2026, 82% of container users run Kubernetes in... canonical: https://daily.dev/posts/the-great-migration-why-every-ai-platform-is-converging-on-kubernetes-8cmgl222i twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The great migration: Why every AI platform is converging on Kubernetes | daily.dev og:description: Kubernetes has evolved from a microservices platform into the de facto infrastructure for AI workloads. By 2026, 82% of container users run Kubernetes in... og:url: https://daily.dev/posts/the-great-migration-why-every-ai-platform-is-converging-on-kubernetes-8cmgl222i og:image: https://api.daily.dev/og/posts/8Cmgl222i.png og:image:alt: The great migration: Why every AI platform is converging on Kubernetes og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # The great migration: Why every AI platform is converging on Kubernetes **[CNCF](https://daily.dev/sources/cncf)** · 6 min read · 3 upvotes · 0 comments ## Summary Kubernetes has evolved from a microservices platform into the de facto infrastructure for AI workloads. By 2026, 82% of container users run Kubernetes in production and 66% of organizations use it for generative AI inference. The post traces three eras of Kubernetes adoption and covers the full AI stack: data processing with Apache Spark and Kubeflow, ML pipeline orchestration with Argo Workflows, distributed training with gang scheduling tools like Kueue and Volcano, LLM inference serving with vLLM/KServe, and agentic workloads using LangGraph and KEDA. GPU optimization strategies including MIG, time-slicing, DRA, and Karpenter are discussed, along with multi-cluster scheduling for large-scale AI. Emerging areas include control plane scalability beyond etcd, unified agent operators, and a new CNCF AI conformance program. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Your Kubernetes platform is ready for containers. Is it ready for AI?](https://daily.dev/posts/your-kubernetes-platform-is-ready-for-containers-is-it-ready-for-ai--ljcuoe2aa) · CNCF · 0 upvotes · 0 comments - [Kubernetes Did Not Miss the AI Wave. It Absorbed It](https://daily.dev/posts/kubernetes-did-not-miss-the-ai-wave-it-absorbed-it-d4xqnmisz) · Cloud Native Now · 5 upvotes · 4 comments - [Fresh data has us asking, does AI demand Kubernetes?](https://daily.dev/posts/fresh-data-has-us-asking-does-ai-demand-kubernetes--zaow7zfxq) · The New Stack · 0 upvotes · 0 comments - [Why Kubernetes is Great for Running AI/MLOps Workloads](https://daily.dev/posts/why-kubernetes-is-great-for-running-ai-mlops-workloads-hlexhfqup) · Container Journal · 1 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#kubernetes](https://daily.dev/tags/kubernetes), [#gpu](https://daily.dev/tags/gpu), [#mlops](https://daily.dev/tags/mlops), [#ai-inference](https://daily.dev/tags/ai-inference) [View this post on daily.dev](https://daily.dev/posts/the-great-migration-why-every-ai-platform-is-converging-on-kubernetes-8cmgl222i) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"The great migration: Why every AI platform is converging on Kubernetes","url":"https://daily.dev/posts/the-great-migration-why-every-ai-platform-is-converging-on-kubernetes-8cmgl222i","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/the-great-migration-why-every-ai-platform-is-converging-on-kubernetes-8cmgl222i"},"datePublished":"2026-03-05T12:02:35.602Z","dateModified":"2026-03-05T12:02:59.818Z","description":"Kubernetes has evolved from a microservices platform into the de facto infrastructure for AI workloads. 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