Spotlight

What 6 Months of Tracking a Production OpenShift Cluster Revealed About Kubernetes Costs

Rodrigue Chakode

This article explains what six months of production OpenShift cost tracking revealed, including a 24 to 30 percent non-allocatable CPU tax and how infrastructure overhead can consume most cluster capacity before app workloads even start.

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Tools and utilities

  • Tilt

    Tilt automates the full dev loop for Kubernetes microservices — file watching, container image builds, and live updates to your cluster, replacing manual docker build && kubectl apply cycles with a single tilt up command and a real-time UI.

  • SOPS Operator: secrets management

    This tool runs inside Kubernetes and automatically decrypts secrets encrypted with Mozilla SOPS, and then creates standard Kubernetes Secret objects from them.

  • Kubebuilder

    Kubebuilder is a Kubernetes SIGs framework for building CRDs, controllers, and admission webhooks in Go with scaffolding, plugins, and controller-runtime based libraries that reduce boilerplate for operator development.

  • Radar

    Radar provides Kubernetes cluster visibility through:

  • Siclaw

    Siclaw is an open source AI SRE platform for read-only infrastructure diagnostics, root cause analysis, team workflows, Kubernetes access, and MCP-based investigation without changing live systems directly.

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AI Agents Running Kubernetes
AI Agents Running Kubernetes

What happens when an AI agent stops generating Kubernetes YAML and starts operating the cluster directly?

Mike Solomon, software engineer at AIATELLA, explains how his team moved from a sprawling Helm setup to Markdown-driven infrastructure specs that Claude Code can execute, test, and refine.

You will learn

  • Why Helm became hard to maintain for a fast-moving medical infrastructure repo
  • How Claude debugged Argo, TLS conflicts, kubectl patches, and private registry credentials
  • How runbooks plus agent memory files capture failures so deployments become reproducible.

It is a practical look at where Kubernetes automation may be heading: less hand-written YAML, more precise intent, and a sharper definition of when the human must stay in the loop.

Learn from production

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Matching jobs

    • Software Engineer with Monzo

    • Salary: $47.97K to $382.8K a year

    • Location: remote from

    • Tech stack: Kubernetes, AWS, GCP, Docker, Go, Cassandra, Kafka

    • Chief Technology Officer with Redhorse Corporation

    • Salary: $135K to $401.5K a year

    • Location: based in the office in Chantilly, VA, USA

    • Tech stack: Kubernetes, AWS, Azure, GCP, Docker

Discover more Kubernetes jobs on Kube Careers →

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    The Call For Paper is open until 8 May 2026 at GMT-4. More info →
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    • The conference starts on the 26 August 2026.

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    The Call For Paper is open until 10 May 2026 at GMT-4. More info →
    • Location: Kraków, PL

    • In-person conference organized by Devopsdays.

    • The conference starts on the 4 July 2026.

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    code.talks

    The Call For Paper is open until 15 May 2026 at GMT-4. More info →
    • Location: Hamburg, DE

    • In-person conference organized by code.talks.

    • The conference starts on the 5 November 2026.

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    Devopsdays Denver

    The Call For Paper is open until 16 May 2026 at GMT-4. More info →
    • Location: Denver, CO, USA

    • In-person conference organized by Devopsdays.

    • The conference starts on the 22 September 2026.

    • Apply here
  5. 11

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    Michigan Technology Conference 2026

    The Call For Paper is open until 16 May 2026 at GMT-4. More info →
    • Location: Rochester, MI, USA

    • In-person conference organized by The Michigan Technology Conference Association.

    • The conference starts on the 30 October 2026.

    • Apply here
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    TechEx North America

    The Call For Paper is open until 17 May 2026 at GMT-4. More info →
    • Location: San Jose, CA, USA

    • In-person conference organized by TechEx Events.

    • The conference starts on the 19 May 2026.

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    Devopsdays London

    The Call For Paper is open until 17 May 2026 at GMT-4. More info →
    • Location: London, UK

    • In-person conference organized by Devopsdays.

    • The conference starts on the 17 September 2026.

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