The cost pain usually isn't Aurora — it's making Aurora the center of every request. Demote it to a thin control plane, push viewing and LLM hot paths to S3/CloudFront/DynamoDB/non-VPC Lambda, and let it sleep. Plus how AI × IaC made this reachable without being an infra specialist.