Ch 5 · GKE & Serverless
Three dimensions
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Three autoscalers, three genuinely different dimensions.

Confusing them is a common source of "why isn't this scaling" confusion.

MechanismScalesAvailable on
HPAPod replica countBoth
VPAPer-pod CPU/memory requestsBoth
Cluster AutoscalerNode countStandard only
A node pool is Standard mode's own equivalent of a managed instance group — its own machine type, autoscaling range, and upgrade policy, independent of other pools.