A new Kubernetes cost optimization checklist reveals that average CPU utilization across production clusters is only 8% in 2026, down from 10% the prior year, with 69% of clusters over-provisioning CP…
A new guide compares four leading pod rightsizing tools for Kubernetes, revealing that average CPU utilization across production clusters is only 8% in 2026, with 79% of clusters overprovisioning memo…
A Kubernetes cost dashboard provides per-namespace and per-workload cost visibility that cloud billing lacks, enabling platform teams to identify waste and reduce spending. Key metrics include cost pe…
Cast AI and Kubecost serve different Kubernetes cost management needs: Kubecost provides cost visibility and allocation, while Cast AI automates optimization actions like rightsizing and bin-packing. …
Kubecost, a Kubernetes cost monitoring platform built on OpenCost, tracks costs by namespace, pod, deployment, and label, including compute, network, storage, idle capacity, and GPU costs. It surfaces…
Cast AI's 2026 analysis of tens of thousands of production clusters on AWS, GCP, and Azure found average CPU utilization at 8% fleet-wide, down from 10% the prior year. The company identified seven ke…
Kubernetes cost optimization removes waste through technical actions like rightsizing pods and adopting Spot instances, while cost management provides ongoing visibility, allocation, and governance. A…
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…
Kubernetes rightsizing matches pod resource requests to actual usage, closing an overprovisioning gap where 69% of requested CPU goes unused, according to the 2026 Cast AI report. A five-step workflow…
GPU utilization in production Kubernetes clusters averages just 5%, according to Cast AI's 2026 State of Kubernetes Optimization Report, while hardware costs continue to rise. The GPU Cost Optimizatio…
Kubernetes cost optimization tools are divided between visibility platforms that report spending and autonomous platforms that automatically reduce waste, with average CPU utilization at 8% and GPU ut…
CrashLoopBackOff in Kubernetes is a pod status indicating a container repeatedly crashes and restarts with exponential backoff, caused by application errors, OOM kills, failing probes, bad images, mis…
PEAK:AIO and Los Alamos National Laboratory have released PNFS-Lattice, an open-source metadata server for parallel NFS that scales to 1,000 servers and accelerates AI data feeds. The software separat…
GPU utilization rates on major clouds average just 5 percent, meaning most paid GPU hours produce no useful work, while egress fees of up to $0.12 per GB and data gravity lock-in add hidden costs that…
According to Cast AI's 2026 State of Kubernetes Optimization Report, average GPU utilization across enterprise Kubernetes clusters is only 5%, meaning 95% of provisioned GPU capacity sits idle. This w…