Google embeds specialized AI agents deep within its data infrastructure, enabling autonomous workflows across BigQuery and Spanner. These agents automate complex tasks like data migration, pipeline engineering, and real-time analytics, signaling a fundamental shift in enterprise data management. The move transforms developers from manual executors to strategic overseers of AI collaborators.