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Insights

Field notes from the cost trenches.

Practical, engineering-first notes on running AWS well and paying less for it. Written from real engagements, anonymised and generalised. Shared by Archeon Cloud.

AI/ML · FinOps

AI/ML Cost Optimization on AWS: Where the GPU Money Really Goes

Training, inference and the surprisingly large “everything else”. A practical playbook for cutting ML spend without slowing the team down.

Read the playbook → Kubernetes · EKS

Kubernetes Cost Optimization: Closing the Request Gap on Amazon EKS

Your EKS bill is an EC2 bill in disguise. How to right-size requests, pack nodes, buy compute well and stop paying for empty clusters.

Read the playbook → Karpenter · Spot

Karpenter Cost Optimization: NodePools That Actually Save Money

Karpenter is only as cheap as its configuration. Consolidation, Spot diversification, disruption budgets and the anti-patterns we keep finding.

Read the playbook →
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