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All issuesVolume 340, Issue 1IT NewsBig Data

Agentic AI Just Broke 20 Years of Data Governance

theCUBE Research, Wednesday, July 1st, 2026

Autonomous AI agents bypass application-layer controls, forcing governance enforcement down into the database engine.

Enterprise data security evolved over two decades assuming humans access data through applications, dashboards, and APIs, creating governance bottlenecks at those layers. Agentic AI disrupts this by authenticating directly to databases and generating its own access paths, making application-level policies merely advisory.

Governance platforms like Purview, Horizon, Unity Catalog, and IAM typically enforce security externally rather than at the database execution engine. Oracle's AI Database 26ai embeds enforcement, including row-level security, column-level encryption, and privilege analysis, inside the engine itself.

The trend points to separating policy definition from enforcement, with databases becoming the authoritative checkpoint regardless of access origin.

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