HPA Scaling Flow Architecture
Production Best Practices
Configuration Tips
- Set appropriate min/max replica bounds to prevent resource exhaustion
- Configure stabilization windows to prevent scaling flapping
- Use multiple metrics with proper weights for robust scaling
Common Pitfalls
- Avoid high-cardinality metrics that impact adapter performance
- Don't ignore pod readiness delays in scaling calculations
- Never skip RBAC permissions for metrics API access