The modern data lakehouse is evolving beyond a passive data repository to become an active system of action. It utilizes autonomous AI agents to perform continuous, real-time tasks like monitoring supply chains and executing business workflows. For this model to scale effectively, these AI agents require access to the entire data estate, integrating data from platforms like AWS, Databricks, and Snowflake.