The Agentic Data Operations Platform uses Amazon Bedrock to automate the Bronze-to-Gold data lifecycle. Specialized agents handle ETL writing and quality checks to reduce setup times from weeks to hours. This reference architecture shifts compliance from a final gate to an inline control. Data engineers can now prioritize shipping products over pipeline plumbing.