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Music Matched to Different Ways to Scale in K8s, What Could Go Wrong?

slides:none on file

Explains how Kubernetes scaling actually behaves: cluster autoscaler (1,000 nodes × 30 pods test) auto-adds and removes nodes; HPA on requests-per-second with threshold 10 uses custom metrics to add replicas; ACI/virtual nodes spillover to virtual couplet runs containers without VMs so a cluster can scale pods into Azure Container Instances instantly. Notes VPA conflicts with HPA, recommends admission controllers to inject node affinities, and demos scaling to a dozen+ ACI pods from a small node pool.

AI-written summary · about

  1. 0:00Start
  2. 0:41Cluster autoscaler
  3. 2:26Vertical pod autoscaler
  4. 4:37Horizontal pod autoscaler
  5. 7:21Virtual node architecture
  6. 11:33Use anti-affinity or affinities to schedule to specific kinds of nodes
  7. 12:47Use tolerations & admission controllers to be
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