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From patterns to CEL: modernizing Kyverno policies with practical examples

All Things In Cloud

This tutorial shows how to modernize Kyverno policies with CEL using practical Kubernetes security examples like namespace rules, image checks, service account tokens, and safer policy testing.

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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

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    • Tech stack: Kubernetes, GCP, Go, Python, Terraform

    • DevSecOps Engineer with North Point Technology

    • Salary: $77.76K to $485.65K a year

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

    • Tech stack: Kubernetes, AWS, Docker, Typescript

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