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Staging HPAs were scaling up to 3-5 replicas under CPU load, competing with production for node memory request budget on the shared 2-node cluster. Staging does not need autoscaling — fixed at 1 replica per service. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>