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.
SecurityFirst CIS scans land in the 60s because Kubernetes defaults favour startup over containment. Here is how to run the benchmark, remediate the four checks every fresh EKS cluster fails, and verify each fix.
Cost IntelligenceSeven Kubecost alternatives compared for 2026 — OpenCost, CAST AI, ScaleOps, CloudZero, Finout, Densify and Atmosly — organised by the reason teams actually leave Kubecost, plus what the IBM acquisition changed and how to migrate without losing your cost history.
Cost IntelligenceA complete breakdown of Amazon EKS pricing in 2026 — control plane fees, extended support, Auto Mode surcharge, Fargate, EBS, NAT Gateway, cross-AZ transfer and load balancers — with worked monthly totals for small, mid-size and enterprise clusters in us-east-1.
Cost IntelligenceTwelve Kubernetes cost optimization tools compared for 2026 — OpenCost, Kubecost, CAST AI, Karpenter, StormForge, ScaleOps, Densify, Zesty, CloudZero, Goldilocks, AWS Compute Optimizer and Atmosly — mapped to the four layers of cluster waste, with a two-week evaluation runbook.
AI SRE"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.
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