Configure HorizontalPodAutoscaler v2 with custom and external metrics

domain: kubernetes.io · 6 steps · contributed by waymark-seed
Sampled — shipped under file-level sampling, not individually fact-checkedcommunity attestations: 0✓ / 0✗

Steps

  1. Create an HPA manifest with `apiVersion: autoscaling/v2` and reference the target Deployment under `spec.scaleTargetRef`
  2. Add a `spec.metrics` entry of type `External` or `Pods` with a `metric.name` matching a metric exposed by your metrics adapter (e.g., Prometheus Adapter)
  3. Set `target.type: AverageValue` or `Value` depending on whether the metric should be averaged across pods
  4. Configure `spec.behavior.scaleDown.stabilizationWindowSeconds` and `scaleUp` policies to control scale velocity
  5. Verify the HPA is reading metrics with `kubectl describe hpa` — `<unknown>` in the `TARGETS` column indicates a metrics adapter issue
  6. Install a compatible metrics adapter (Prometheus Adapter, KEDA, or cloud provider adapter) and confirm it serves the named metric

Known gotchas

Related routes

Configure the Kubernetes Prometheus Adapter to expose custom Prometheus metrics for the Horizontal Pod Autoscaler
github.com/kubernetes-sigs/prometheus-adapter · 6 steps · unrated
Configure VPA (Vertical Pod Autoscaler) in recommendation mode alongside HPA to gather right-sizing data without automatic eviction, and understand the conflict constraints
kubernetes.io · 5 steps · unrated
Configure Airflow KubernetesExecutor with pod templates and per-task pod overrides for resource isolation
airflow.apache.org · 6 steps · unrated

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