Spotlight

Catching Helm Drift Before It Catches You

Seralahthan

This tutorial explains how to catch Helm drift in Kubernetes before manual kubectl changes break GitOps source-of-truth workflows.

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Tools and utilities

  • Webernetes

    Webernetes is a browser-based Kubernetes simulator that allows users to run a subset of Kubernetes features, including Pods, Services, and Deployments, entirely in the Browser without backend infrastructure.

  • Migratowl

    Migratowl is an AI-powered dependency migration analyzer that upgrades dependencies in isolated sandboxes, runs tests, reads changelogs, explains breakages, and suggests fixes.

  • Kondense: automated resouce sizing

    Kondense is an automated resource sizing tool.

  • kubectl-mcp-server – Kubernetes Management via MCP

    kubectl-mcp-server lets AI assistants use natural language to inspect and manage Kubernetes clusters through kubectl operations, Docker support, kubeconfig mounting, and MCP-compatible tooling.

  • Distribution tooling for Helm

    dt is a set of utilities available as a standalone or Helm Plugin for making offline work with Helm charts easier.

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Events starting soon

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The Hidden Cost of Slow Autoscaling
The Hidden Cost of Slow Autoscaling

Forced platform migrations are usually treated as something to survive. At Scout24, a mandatory OS migration became an opportunity to rethink Kubernetes autoscaling, node provisioning, and infrastructure efficiency.

John Ford explains how Scout24 moved its EKS-based Infinity platform from a polling autoscaler and over-provisioned capacity to Karpenter and Bottlerocket. The result was faster node startup, a safer migration path, and about a 30% infrastructure reduction without major downtime.

In this interview:

  • Why two-minute node provisioning forced a 25% capacity buffer
  • How Karpenter made the Bottlerocket migration safer
  • What broke around EC2 metadata, AWS SDKs, and cgroups
  • How the new foundation enables Spot, ARM, and GPU workloads

Learn from production

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Matching jobs

    • Cloud FinOps Specialist with Canadian Bank Note Company

    • Salary: $58.5K to $363.11K a year

    • Location: based in the office (and remote from home) in Ottawa, CA

    • Tech stack: Kubernetes, Azure, Powershell, Python, Terraform, Azure DevOps, GitHub Actions

    • DevOps Engineer with Docebo

    • Salary: $47.97K to $210.15K a year

    • Location: based in the office (and remote from home) in Biassono, IT

    • Tech stack: Kubernetes, AWS, Docker, Go, Python, Gitlab, Datadog

    • DevOps Engineer with Protolabs

    • Salary: $70.74K to $440K a year

    • Location: based in the office (and remote from home) in Maple Plain, MN, USA

    • Tech stack: Kubernetes, AWS, Azure, Terraform, Azure DevOps, Ansible

    • Engineering Manager with Clarity Innovations

    • Salary: $136.02K to $313.5K a year

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

    • Tech stack: Kubernetes, AWS, Azure

    • Machine Learning Engineer with Protolabs

    • Salary: $45K to $2.86L a year

    • Location: based in the office in Hyderabad, IN

    • Tech stack: Kubernetes, AWS, Docker

Discover more Kubernetes jobs on Kube Careers →

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Call for Papers closing soon

  1. 4

    days

    WeAreDevelopers Conference India

    The Call For Paper is open until 24 July 2026 at GMT-4. More info →
    • Location: Bengaluru, IN

    • In-person conference organized by WeAreDevelopers.

    • The conference starts on the 26 November 2026.

    • Apply here
  2. 11

    days

    ContainerDays & AI Context Singapore

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Singapore, SG

    • In-person conference organized by ContainerDays.

    • The conference starts on the 28 October 2026.

    • Apply here
  3. 11

    days

    Cloud Native Summit APAC 2026

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Melbourne, AU

    • In-person conference organized by Cloud Native Summit.

    • The conference starts on the 29 October 2026.

    • Apply here
  4. 11

    days

    ServerlessDays Cardiff 2026

    The Call For Paper is open until 31 July 2026 at GMT-4. More info →
    • Location: Cardiff, GB

    • In-person conference organized by ServerlessCWL.

    • The conference starts on the 3 October 2026.

    • Apply here
  5. 23

    days

    AI Coding Summit Berlin

    The Call For Paper is open until 12 August 2026 at GMT-4. More info →
    • Location: Berlin, DE and virtual

    • Online & in-person conference organized by GitNation.

    • The conference starts on the 4 December 2026.

    • Apply here
  6. 25

    days

    Cloud Native AI Summit Europe

    The Call For Paper is open until 14 August 2026 at GMT-4. More info →
    • Location: Paris, FR

    • In-person conference organized by mate.dev.

    • The conference starts on the 3 December 2026.

    • Apply here
  7. 26

    days

    Cloud Security Space 2026

    The Call For Paper is open until 15 August 2026 at GMT-4. More info →
    • Location: Buenos Aires, AR

    • In-person conference organized by Cloud Security Space.

    • The conference starts on the 9 October 2026.

    • Apply here

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