~/talk

Stop Reading Changelogs: Safer Kubernetes Upgrades with Simulation

Talkat SREcon26 Americas · 2026-03-24..03-26· [kubernetes, devops-and-delivery]
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slides:none on file

An open-source tool called SimKube records production activity as a timestamped YAML trace and replays it into a simulated cluster built on KWOK (Kubernetes without kubelet) so thousands of nodes and pods run on a laptop. It catches concrete upgrade breakages — example: cronjob API removal (batch/v1beta1 → batch/v1) — and lets users apply a SKEL transform to rewrite traces, rerun simulation, and validate fixes; limitations include no real application code, missing metric-driven controllers, and opaque managed control planes.

AI-written summary · about

  1. 0:00Safer Kubernetes upgrades
  2. 1:42Introduction
  3. 3:26SimCube and why it matters
  4. 5:12Kubernetes upgrade challenges
  5. 9:09Test clusters aren't enough
  6. 11:17Simulation is the missing tool
  7. 13:27SimCube captures cluster state
  8. 15:35SimCube architecture
  9. 17:01Trace files in practice
  10. 19:54Simulate workloads locally
  11. 20:56Upgrading in simulation
  12. 24:09Fixing issues with SKEL
  13. 27:01Automating upgrades with CI
  14. 29:09Simulation benefits and limits
  15. 32:37Simulation vs Reddit’s outage
  16. 33:58Resources and closing
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