~/talk

How to make Dev and Ops folks look good as an SRE

Talkat SREday London 2022 · 2022-09-15..09-16· [machine-learning, kubernetes]
linkedin:nroetert
slides:none on file

Automates Kubernetes pod sizing with machine learning that consumes two weeks of historic metrics and runs rapid experiments via load tests to output deployable YAML or auto-patch deployments. Uses Stormforge Optimize with modules Live for continuous production tuning and Pro for staged load testing and per-release checks. Exposes risk levels (high/medium/low), supports Prometheus and Datadog, covers Java and other apps via env vars, and reports typical resource savings of 30–60% while maintaining or improving performance.

AI-written summary · about

  1. 0:00Introduction
  2. 0:22Problem with resource optimization
  3. 2:08Complexity in Kubernetes
  4. 6:22Over-provisioning vs manual tuning
  5. 8:28Automating resource optimization
  6. 10:56Load testing for peak scenarios
  7. 13:19Optimizing test environments
  8. 15:46Live optimization demo
  9. 17:32Results and savings
  10. 19:59Holistic solution and next steps
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