~/talk

Reliable Migration Of 4+ Million CPU Cores of Compute to Kubernetes

Talkat Replay 2026 · 2026-05-05..05-07· [platform-engineering, devops-and-delivery]
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LinkedIn uses Temporal to automate a region-by-region migration of 2,300+ stateless services, successfully moving 3+ million CPU cores, 10 PB memory and ~3,000 replicas to Kubernetes. The system builds an application inventory, runs image-build and dry-run validation, then executes seven idempotent activities per service with staged ramps (30/70/100%) and AB tests. A supervisor hierarchy schedules and monitors hundreds of concurrent workflows, supports reliable rollbacks, and achieves the claimed migration at scale.

AI-written summary · about

  1. 0:00Introduction to migration
  2. 1:52Key migration principles
  3. 3:38Why Temporal was chosen
  4. 5:02Pre-migration pipeline
  5. 7:26Migration workflow details
  6. 8:50Ramp steps and safety buffers
  7. 10:14Rollback workflow
  8. 11:37Supervisor hierarchy
  9. 13:26Production migration approval
  10. 15:34Observability and dashboards
  11. 16:38Engineering decisions
  12. 17:44Lessons learned
  13. 19:11Migration results
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