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$ kubectl top pods --all-namespaces

EKS Cluster Optimization

Nov 2024 - Jan 2025

Problem

High cloud costs caused by inefficient scaling and overprovisioned Kubernetes workloads.

Architecture & Implementation

Optimized EKS node groups with Spot + Karpenter, tuned HPA thresholds via Prometheus/Grafana metrics, and right-sized pods.

Tools Used

AWS EKSKarpenterPrometheusGrafanaKubernetesHelm

Measured Outcomes

  • Reduced compute cost by 45%
  • Eliminated recurring OOM events
  • Improved autoscaling response time

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Kubernetes Cost Optimization: A Practical Playbook

Reduce cloud spend with rightsizing, cluster autoscaling, spot strategies, and workload scheduling best practices.

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