Platform teams running GitHub Actions self-hosted runner fleets on Kubernetes (via actions-runner-controller) or EC2/GCE auto-scaling groups need to right-size runner pools, configure ephemeral runner security, and diagnose queue depth and job duration bottlenecks that cause developer wait times to exceed acceptable thresholds.