AWS details Agentic Data Operations Platform reference architecture on Amazon Bedrock

The Agentic Data Operations Platform (ADOP) is a reference architecture published by AWS that uses specialized AI agents to automate the full Bronze-to-Silver-to-Gold data pipeline lifecycle on Amazon Bedrock.

AWS states ADOP compresses new-source onboarding timelines from weeks to hours by automating tasks such as ETL, quality checks, semantic model updates, and compliance validation.

The platform embeds configurable controls to support data governance and regulatory compliance, positioning compliance as an inline control applied at onboarding rather than a downstream gate.

ADOP is designed as a build-time accelerator rather than a runtime dependency, with agents operating in development environments to separate development artifacts from production pipelines.

According to AWS, the architecture governs how AI coding tools such as Claude Code, Kiro, Cursor, and Codex interact with data systems, shifting engineering focus from pipeline plumbing to shipping data products.