Open formats and elastic compute only help if access, classification, and change control travel with the data. Governance is not a committee — it is platform capability.
Freedom without control is just shadow IT
Lakehouse architectures unlock collaboration across domains. They also multiply the blast radius when every team copies sensitive tables into personal sandboxes. Regulated industries need the opposite: shared platforms with hard edges.
Column-level permissions, purpose-based access, and automated classification belong in the path of every read — including tool calls made by agents.
Lineage is the product brief for auditors
When a model decision or a dashboard figure is challenged, teams must reconstruct inputs, transforms, and owners. End-to-end lineage turns that from a week of archaeology into a query.
Pair lineage with change management for semantic definitions. If “revenue” moves, every dependent agent and report should know why.
Design for explainable consumption
Publish data products with contracts, owners, and quality signals visible to consumers. Agents that retrieve from those products inherit the same accountability story as humans — which is exactly what exam and risk teams expect.
