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Cluster Autoscaler Evolution

Talkat Maintainer Summit Europe 2026 · on Sunday, 2026-03-22· at 14:25· E103-105· [cloud-infrastructure, kubernetes]
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Cluster Autoscaler outlines concrete changes: DRA and CSI node fixes land and are DRA production ready (v1.35), a unit test framework and benchmark arrive, and two new APIs — capacity buffer (beta) and capacity quota (alpha) — are implemented to trade latency for cost and to cap provisioned resources. A repo split extracts core autoscaling logic from cloud provider integrations, a proposal called Work at the Worst Scheduler replaces CA’s scheduler simulation with scheduler‑autoscaler APIs, and GKE/AKS forks’ useful features are being upstreamed.

AI-written summary · about

  1. 0:00Cluster Autoscaler intro
  2. 1:05What Cluster Autoscaler does
  3. 3:37HPA and VPA integration
  4. 4:39Cluster Autoscaler history
  5. 7:27Recent milestones
  6. 9:37Carpenter project impact
  7. 11:01Cloud provider forks challenges
  8. 13:51Maintainability issues
  9. 17:03Scheduling features solutions
  10. 19:51Dynamic Resource Allocation
  11. 22:19New APIs for capacity
  12. 25:10Node info visibility
  13. 27:35Device utilization testing
  14. 29:20Workload-Aware Scheduler
  15. 33:18Refactoring for maintainability
  16. 34:40GKE features upstreaming
  17. 35:21Q&A
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