Blog
Posts tagged "cost-optimization"
8 posts on cost-optimization.
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COST GUIDE
How Much Does LLM Infrastructure Actually Cost in 2026?
Real GPU instance pricing, API token costs, the self-hosted break-even point, and the engineering time most teams forget to budget for when they compare "API vs self-hosted" on sticker price alone.
September 10, 2026 · 8 min
By HarmanJyot Kaur ai-infrastructurellmgpucost-optimizationmlops -
COST GUIDE
How to Reduce Your Datadog Bill: A Practical Guide (2026)
Datadog's pricing has three meters that all grow independently — hosts, tracing, and logs. A practical guide to cutting the bill through configuration changes, not a migration.
August 17, 2026 · 7 min
By Himanshu Ahir datadogobservabilitycost-optimizationfinopsmonitoring -
COMPARISON GUIDE
AWS Reserved Instances vs Savings Plans in 2026: Which Commitment Discount Should You Actually Buy?
A practitioner's comparison of EC2 Reserved Instances and AWS Savings Plans — flexibility, discount depth, coverage, and a decision matrix for which commitment to buy based on how certain you are about your workload.
August 13, 2026 · 7 min
By HarmanJyot Kaur awscost-optimizationfinopsclouddevops -
FINOPS PLAN
FinOps in 90 days: a cloud cost reduction plan that actually ships
A week-by-week plan for cutting your cloud bill in 90 days — visibility first, then rightsizing, then commitment-based savings — with the actions that move the needle and the mistakes that waste the time.
August 4, 2026 · 9 min
By HarmanJyot Kaur finopscloud-cost-optimizationawsgcpcost-optimization -
PLANNING GUIDE
How Much Can You Save on Your AWS Bill? A Real Breakdown (2026)
A simple, honest breakdown of how much you can realistically save on your AWS bill — what the quick wins get you, what the bigger changes get you, and a real example of a 64% cut.
July 22, 2026 · 6 min
By HarmanJyot Kaur awscost-optimizationfinopsclouddevops -
COMPARISON GUIDE
Karpenter vs Cluster Autoscaler in 2026: Which Kubernetes Node Autoscaler Should You Run?
A practitioner's comparison of Karpenter and Cluster Autoscaler for Kubernetes node autoscaling — provisioning speed, bin-packing efficiency, Spot handling, and which cloud each one actually fits.
July 15, 2026 · 7 min
By Deepak Verma kuberneteskarpentercluster-autoscalerekscost-optimization -
FINOPS PLAYBOOK
GPU cost optimization on AWS in 2026: a working playbook
A practitioner's playbook for cutting AWS GPU spend 40-60% — instance selection, Spot strategy, utilization monitoring, and the scheduling patterns that keep H100s from sitting idle.
June 15, 2026 · 8 min
By HarmanJyot Kaur aigpuawscost-optimizationfinops -
FINOPS DEEP DIVE
Why your Kubernetes cluster wastes 40% of its budget — and how to fix it
The four places Kubernetes spend leaks out unnoticed, and the concrete levers — Karpenter, VPA, bin-packing, and spot mix — that typically cut 30-50% without touching reliability.
June 9, 2026 · 7 min
By HarmanJyot Kaur kubernetesfinopscost-optimizationkarpentereks
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