Kubernetes Autoscaling Demands New Observability Focus Beyond Vendor Tooling (opens in new tab)

As adoption of Kubernetes autoscalers like Karpenter accelerates, a new set of platform-agnostic observability practices is emerging, shifting focus from traditional infrastructure metrics to deeper insights into provisioning behavior, scheduling latency, and cost efficiency.