Auto Scaling

Fixing AWS ECS Service Auto Scaling That Lags Behind Traffic Bursts

Your Amazon ECS service scales correctly during sustained load but struggles with sudden traffic spikes. By the time new tasks start, users have already experienced slow responses or errors. Learn why ECS Auto Scaling lags behind traffic bursts and how to optimize scaling policies, metrics

Jul 27, 2026 6m read 👁 2

Fixing AWS EKS Node Group Scaling That Stalls on Pending Pods

Pods stuck in the Pending state despite an enabled EKS node group autoscaler can be frustrating. The problem is often not the autoscaler itself but scheduling constraints, resource requests, networking limits, or node group configuration. Learn why EKS scaling stalls occur and how to troubleshoot

Jul 16, 2026 5m read 👁 15