Source
Using BigQuery Graphs with measures for trusted agentic workloads
Google Cloud is introducing measures in BigQuery Graph (preview), which unifies governed metrics with relationship mapping to help autonomous AI agents reason across complex data dependencies.
Why it matters
This helps organizations avoid incorrect operational decisions by allowing AI agents to identify the root causes of business trends rather than just reporting raw numbers.
The details
- Maps existing tables to a property graph in-place with zero data movement (ETL).
- Includes a no-code visual graph modeler within BigQuery Studio.
- Integrates natively with Looker (LookML) as in-database analytic models.
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In this article
Key connections
BigQuery Graph is related to BigQuery
BigQuery Graph is a native capability integrated into Google Cloud BigQuery
BigQuery Studio is related to BigQuery
BigQuery Studio provides native visual modeling and operational tools for BigQuery
BigQuery Graph uses Property Graph
BigQuery Graph maps tables into property graphs in-place with zero ETL
BigQuery Graph uses SQL
BigQuery Graph queries property graphs and evaluates measures using standard SQL
BigQuery Graph is related to Agentic Workflows
BigQuery Graph unifies governed metrics and relationship mapping to power trusted agentic workloads
Looker is related to BigQuery Graph
Looker integrates natively with BigQuery Graphs as in-database analytic models
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Looker uses LookML to define semantic metrics and property graph schemas
BigQuery Studio uses Conversational Analytics
BigQuery Studio integrates Conversational Analytics to navigate graphs and answer natural language questions
Conversational Analytics uses GoogleSQL
Conversational Analytics agents convert natural language queries into GoogleSQL
Conversational Analytics uses GQL
Conversational Analytics agents convert natural language queries into ISO GQL
Looker supports Git-based version control for graph lifecycle management
Looker uses Continuous Integration
Looker supports Continuous Integration workflows for managing graphs and KPI metrics
Related events
Google Introduces BigQuery Graph Support for Measures and Looker Integration
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