AI-Enabled AWS Cost Optimization: What Works, What Doesn't
AI-enabled AWS cost optimization in 2026: what Amazon Q, the FinOps agent and the MCP server get right, where they slip, and how to audit Bedrock spend.
Practical ways to cut an AWS bill: commitments, rightsizing, storage, data transfer and the idle resources nobody owns. Written by the team that builds Kostrix.
AI-enabled AWS cost optimization in 2026: what Amazon Q, the FinOps agent and the MCP server get right, where they slip, and how to audit Bedrock spend.
Amazon Bedrock cost optimization with us-east-1 prices: model choice, output length, batch and Flex, prompt caching, vector stores, guardrails and tags.
RDS and Aurora cost optimization: Aurora I/O-Optimized break-even, Serverless v2 scale to zero, gp3 vs io1, Extended Support fees, idle replicas.
Cost saving tricks for AWS: 20 quick wins with us-east-1 prices and a read-only CLI check each, from gp3 templates to Bedrock batch and Extended Support.
AWS Lambda cost optimization with us-east-1 prices: memory tuning, arm64, timeouts and retries, batching, provisioned concurrency and when to move off.
CloudFront cost optimization with current prices: cache hit ratio, cache keys, TTLs, Origin Shield, compression, price classes and the Savings Bundle.
DynamoDB cost optimization with us-east-1 prices: on-demand vs provisioned break-even, Standard-IA, reserved capacity, GSI projections, TTL and PITR.
Why is your AWS bill so high? A 30-day plan to reduce your AWS bill: find the causes, delete waste, rightsize, commit, then set budgets and alerts.
Find and clean up idle AWS resources: unattached EBS volumes, orphaned snapshots, idle Elastic IPs, unused load balancers and NAT gateways, with safe CLI.
Run EC2 Spot Instances safely: interruption notices, price-capacity-optimized, diversification, Karpenter, EMR and Batch, plus the workloads to avoid.
Cut NAT gateway costs and AWS data transfer charges: per-GB processing, cross-AZ traffic, S3 gateway endpoints, internet egress and how to find them.
EC2 rightsizing with CloudWatch and Compute Optimizer, a Graviton migration checklist, us-east-1 prices, and why both come before Savings Plans.
S3 storage classes and lifecycle rules explained with us-east-1 prices: minimum durations, the small-object trap, noncurrent versions and a worked example.
AWS billing discounts beyond Compute Savings Plans: Database Savings Plans, reserved capacity, CloudFront plans, credits, Private Pricing and Spot.
Reserved Instances vs Savings Plans for EC2: discount ranges, flexibility, RI Marketplace resale, coverage vs utilization, and how to size a commitment.
How AWS MediaLive reservations work for inputs and outputs: matching offerings to channel specs, standard vs single-pipeline, and when they don't pay off.
Moving CloudWatch Logs to S3 only pays off if you skip ingestion. Compare us-east-1 prices, the Infrequent Access class, retention, Firehose and Athena.
How to save on your AWS bill: delete idle resources, rightsize and move to Graviton, commit with Savings Plans, tier storage and cut NAT transfer costs.