How to Reduce Kubernetes Costs by 30% Without Touching Your Code
Rightsize nodes and pods, trim egress, and tighten quotas—fast wins that land this quarter.
Break down ECS spend per service, task, and environment—even when you mix EC2 and Fargate.
Amazon ECS hides real costs behind aggregate EC2, Fargate, and networking bills. Without a translation layer, you cannot tell whether orders-service or sync-worker is burning the budget. ClusterCost’s ECS agent gives you that map. Here’s how it works and how you can mirror the math in your own reports.
ECS spend usually comes from five buckets:
Tracing each bucket to the owning ECS service is step one.
For EC2 launch type:
Pseudocode:
task_share = (task_cpu / instance_total_cpu) * instance_hourly_costClusterCost performs this calculation continuously using CloudWatch metrics and ECS metadata.
Fargate publishes exact per-second pricing for vCPU and memory plus a flat fee for Windows and GPU workloads. For each task:
cost = (vCPU requested * price_per_vCPU_second + memory requested * price_per_GiB_second) * runtime_secondsClusterCost also adds data transfer and ephemeral storage when relevant so you get the complete bill.
Load balancers and NAT gateways often serve multiple services. Choose a policy:
Document the policy in COST_ALLOCATION.md so everyone agrees.
Once task costs are available, aggregations are easy:
| Dimension | Example question |
|---|---|
| Service | “What is checkout-service costing in prod vs. staging?” |
| Team | “How much are platform workloads vs. customer-facing apps?” |
| Client/tenant | “What is the unit cost for customer ACME in our multi-tenant cluster?” |
| Environment | “How expensive is dev, and should we auto-sleep it?” |
ClusterCost exposes these cuts in the UI and via API exports for BI tools.
team, customer, and environment labels.With these steps you will finally know what every ECS service costs per hour, per customer, and per deployment. Decisions stop being gut feelings and start being data-backed.***
Contributor
Rightsize nodes and pods, trim egress, and tighten quotas—fast wins that land this quarter.
Why the next wave of cost tools will live in your cluster, not in another SaaS.
Bake in labels, guardrails, and price sheets so cost visibility is automatic—not a retrofit.
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