The Agentic Data Operations Platform uses specialized AI agents to automate the Bronze-to-Gold data lifecycle. Built on Amazon Bedrock, the reference architecture replaces manual ETL writing and quality checks with agentic workflows. This shift moves compliance from a downstream gate to an inline control. Engineers now ship data products instead of managing pipeline plumbing.