Automated Amazon EKS Pod Right-Sizing | Step-by-Step Demo with Amazon Bedrock and ArgoCD

Kubernetes right-sizing is a "Goldilocks" problem: too little CPU/memory and your apps crash; too much and you're wasting money. In this episode, AWS Senior Solutions Architects Hari Charan Ayada and Ioannis Moustakis show you a metrics-driven, GitOps approach to solve this for good. We demonstrate how to use Amazon Managed Service for Prometheus data and Amazon Bedrock to automatically generate human-readable Pull Requests that tune your Helm or Kustomize manifests. GitHub Sample: https://github.com/aws-samples/K8sRes... Read the Blog: https://aws.amazon.com/blogs/containe... 0:00 Intro: The Right-Sizing Challenge 1:10 The Resource Gap: Developers vs. Ops 4:58 HPA, VPA, and why reactive scaling falls short 9:08 Architecture: GitOps + Amazon Bedrock 14:51 Choosing a Strategy: Ensemble vs. Base Algorithms 22:09 The "Temp Cluster" Trick for YAML Abstraction 27:02 DEMO: Automating PRs with GitHub Actions 33:24 Safety Rails: Min/Max Guards & Approvals 35:41 Conclusion: Next Steps #AWS #AmazonEKS #Kubernetes