Databricks Unity AI Gateway hits GA: a governance guide
Unity AI Gateway is now GA, bringing centralized AI traffic control, provider routing, MCP governance, and cost monitoring under Unity Catalog.
9 stories tagged governance.
Unity AI Gateway is now GA, bringing centralized AI traffic control, provider routing, MCP governance, and cost monitoring under Unity Catalog.
Cortex AI Gateway is Snowflake's centralized control plane for AI agent access and cost. It governs 100+ MCP servers, but most features are 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.
Snowflake workload identity federation is now GA, letting Snowflake act as an OIDC provider so workloads authenticate to external services with short-lived tokens instead of static credentials. It costs zero additional credits and eliminates credential rotation for outbound API calls.
Databricks Lakeflow Designer is GA for visual, governed data prep. Use it for analyst-built transforms, but meter previews and jobs.
Multi-agent safety is the problem of keeping interacting AI agents from amplifying failure. Google’s $10 million bet starts small.
Matillion Context Engine is a public preview knowledge graph for Maia AI Agents. Start with restricted domain graphs and watch crawler scope.
Matillion Context Engine is a public preview metadata layer that gives Maia AI Agents knowledge graphs for safer pipeline work.
Snowflake access control is role-based: privileges attach to roles, not users. Splitting access roles from functional roles collapses thousands of direct grants to a few hundred, and one masking policy can protect thousands of columns at query time.