The Agentic Data Operations Platform uses Amazon Bedrock to automate the ETL lifecycle from Bronze to Gold layers. Specialized agents handle pipeline plumbing and compliance checks that typically take weeks. Data engineers can now ship products in hours. This reference architecture shifts governance from a final gate to an inline onboarding control.