A four-level model of Kubernetes operations distinguishes automated, autonomous, and agentic tooling, with most Kubernetes tooling marketed as autonomous actually operating at Level 1, where a human w…
Kubernetes 1.37 “Garhwal,” released August 26 with 67 enhancements, now natively supports scaling workloads to zero replicas via the Horizontal Pod Autoscaler (HPA) in beta, eliminating the need for K…
KEDA, a CNCF Graduated open-source project created by Microsoft and Red Hat, cuts Kubernetes costs by scaling workloads to zero replicas when no events are pending, a capability standard Horizontal Po…
Horizontal Pod Autoscaler (HPA) and Vertical Pod Autoscaler (VPA) solve different autoscaling problems in Kubernetes: HPA adds or removes pod replicas based on load, best for stateless workloads like …
Kubernetes Horizontal Pod Autoscaler (HPA) automatically adjusts pod replica counts based on real-time demand, addressing the industry-wide issue of average CPU utilization of just 8% across productio…