Databricks Unity AI Gateway hits GA: a governance guide
Centralized AI traffic control, provider routing, MCP governance and cost monitoring arrive under Unity Catalog as Unity AI Gateway goes GA.
8 stories tagged governance.
Centralized AI traffic control, provider routing, MCP governance and cost monitoring arrive under Unity Catalog as Unity AI Gateway goes GA.
Governing 100+ MCP servers, Snowflake's Cortex AI Gateway centralizes AI agent access and cost, but most features are still in private preview.
Snowflake tag-based data protection policies entered public preview on July 21, 2026, letting you attach row access, aggregation, projection, and join policies to tags. Objects with the tag auto-inherit the policy, cutting policy attachments from thousands to one per group.
With GA workload identity federation, Snowflake acts as an OIDC provider so workloads use short-lived tokens instead of static credentials, at no extra cost.
Analyst-built, governed data prep is now GA in Databricks Lakeflow Designer. Use it for visual transforms, but meter previews and jobs.
Google's $10 million multi-agent safety program starts small against the risk of interacting AI agents amplifying each other's failures.
Knowledge graphs for safer pipeline work: Matillion Context Engine, in public preview, gives Maia AI agents a metadata layer.
Granting privileges to roles instead of users collapses thousands of Snowflake grants to a few hundred, and one masking policy protects many columns.