Meta uses a hybrid LLM-plus-deterministic-rules pattern to classify data assets for privacy enforcement at scale.
“The end goal is not “LLMs everywhere.””
data-governance
19 tracked signals on data-governance.
Databricks announced Genie App Builder, a context-aware vibe coding tool that understands a business's data and governance.
“Genie App Builder is vibe coding that understands your business.”
Databricks launches Unity Catalog Pages to give AI agents verified business knowledge context
“Your AI agents are only as trustworthy as the context they draw from.”
Databricks Apps hit 150,000 apps built across 5,000 customers, 6x growth, positioning governed data access as the real AI bottleneck.
“we're no longer constrained by the cost of writing code. Um, coding agents have proliferated. Um, code is cheap. But the bottleneck is enterprise data.”
Unity Catalog enforces fine-grained access controls on external engines like open-source Spark, not just Databricks.
“Fine-grained access controls defined once and enforced everywhere, plus external engines that can read and write to UC managed tables.”
Databricks announces Unity Catalog updates at Data + AI Summit 2026 to govern enterprise AI agents.
“The agentic era is here. Hundreds of thousands of agents are now acting on enterprise”
Databricks launches ai_decide AI Function for fast, governed data decisions
Salesforce-owned Informatica pitches connecting data management with enterprise agent sprawl at its first Dreamforce.
“We have all these agents that people have created in different parts of the company and not quite sure where they are, what they're doing, all of that.”
Snowflake semantic views feeding Amazon Quick Sight create a shared governed data layer so AI and BI return consistent answers.
“This leads to trustworthy answers and significantly reduces the risk of AI hallucinations.”
Agentic AI demands a reimagined data strategy focused on real-time value, not data volume.
“Gartner warns that 80% of data governance initiatives will fail by 2027.”
Microsoft Fabric adds admin and governance capabilities to balance broad AI data access with security.
“And often security professionals are feeling like that security and data culture, they seem in conflict.”
Databricks launches Cross-Engine ABAC to unify access control across lakehouse engines
Databricks unifies data governance across engines and catalogs via read restrictions and labels
Databricks launches public preview of Domains and Discover page via Unity Catalog
Databricks announces Iceberg v3 GA with open sharing and unified governance for lakehouses
“The next phase of the open lakehouse will be defined by the catalog.”
YDUQS used Databricks to achieve 90% productivity gains across 1.3M students
“we can bring context to our IAIS, to our agents, who are IAIS who understand our business, who understand our students, who understand our employees and our teachers”
Unity Catalog managed tables now offer configurable storage placement and ownership controls in 2026
Dynamic Data Masking in SQL Server shields sensitive fields without application code changes
Databricks blog publishes an educational explainer defining row-level security as a database access control.