The Agentic Data Operations Platform uses Amazon Bedrock to automate the full Bronze to Gold data lifecycle. Specialized agents handle ETL writing and quality checks to reduce setup time from weeks to hours. This reference architecture shifts compliance from a final gate to an inline control. Engineers now ship data products instead of managing pipeline plumbing.