Field notes on running Kubernetes with less toil — AI SRE and incident response, CI/CD and golden paths, continuous security, cost, and the internal developer platform that ties them together.
Featured"AI SRE" now means four different things. We compare Cleric, Metoro, Datadog Bits, K8sGPT and Atmosly Astra on the axis that matters at 3am: does the tool just diagnose the incident, or actually ship the fix?
AI SRETen crash-looping pods of one Deployment should be one page, not ten. Why Kubernetes alert fatigue is a grouping problem — and how workload-identity grouping and an AI SRE agent fix it.
AI SREAIOps and AI SRE are used interchangeably but describe two different layers. AIOps makes the alert stream smarter; an AI SRE agent diagnoses the root cause and opens the fix. Where the line falls, and which you need.
Cost IntelligenceA fair, detailed comparison of Kubecost and Atmosly — what Kubecost genuinely does well, the real operational challenges of running it, and why the gap between a cost recommendation and a merged change is the thing that actually decides whether your bill moves.
Cost IntelligenceA practical pillar guide to Kubernetes cost allocation — how to attribute cluster spend down to a namespace, team, or application without a tagging project, why shared nodes make it hard, and the allocation models that keep the numbers honest.
Cost IntelligenceTeams use "cloud cost management" and "Kubernetes cost optimization" interchangeably — but they operate at different layers. This guide breaks down the difference, why cloud-level tools go blind inside the cluster, and how the two work together.
EngineeringGive every pull request a full, isolated preview environment. Learn the namespace-per-PR pattern, safe cloning, secret handling, RBAC, and TTL teardown.
AI SREFollow a single AI SRE agent fix end to end: from an OOMKill alert through evidence-grounded root-cause analysis to a merged, reviewable GitOps remediation PR. A frame-by-frame anatomy of the alert-to-PR loop, plus verification and auto-rollback.
Cost IntelligenceYour AWS invoice shows what you spent, never what you wasted. Here are the three Kubernetes cost leaks hiding in every EKS bill — and how to spot them.
PlatformPortal IDPs show developers a button; execution IDPs run the action. Learn the difference, four tests to classify any IDP, and which one your team needs.
Cost IntelligenceKubernetes cost allocation turns a shared cluster bill into per-team numbers. Learn showback vs chargeback, idle/shared-cost splitting, and the maturity path.
SecuritySOC 2, PCI DSS, and CIS Kubernetes compliance fail when treated as a yearly snapshot. Learn how to run continuous compliance as a stream — enforce policy at admission with OPA/Kyverno, scan continuously, and keep an immutable audit trail — so audits become an export, not an expedition.
Connect a cluster read-only and see your incidents, spend, and deploys in one place — in minutes. Free, no sales call.