Automated Feedback Loops Cut Kubernetes Over-Provisioning by Up to 70%

Kubernetes resource requests are often set without empirical data, leading to 40-70% slack in allocated CPU and memory. A structural lack of feedback mechanisms perpetuates over-provisioning, inflating costs and reducing cluster density. Automated loops that reconcile actual usage with allocations can reclaim wasted resources and improve efficiency.