BigQuery Data Quality Studio
Set up and configure BigQuery for data quality monitoring through Atlan.
Set up and configure BigQuery for data quality monitoring through Atlan.
Pick the network path and authentication method Atlan uses to reach Google BigQuery - public API endpoint or Private Service Connect, service account key or Workload Identity Federation.
Understand how Data Quality Studio uses compute resources, how costs are calculated, and practical ways to track and optimize spend for Snowflake, Databricks, and BigQuery.
Configure BYOC credentials and query settings on your BigQuery, Databricks, or Snowflake connection to enable failed rows queries.
Connect BigQuery to Atlan's Lakehouse to query catalog metadata from BigQuery SQL. Setup requires a BigQuery connection (Cloud Resource for GCS-backed tenants or BigLake on AWS for S3-backed tenants), a one-time storage access grant from Atlan Support, and a Python script that creates the external tables.
Monitor and maintain data quality across your data sources with automated quality checks, alerts, and governance workflows
Use Lakehouse to analyze database usage, optimize query performance, and manage storage and compute costs
Enable and configure data quality for your BigQuery connection in Atlan.
Learn how to generate lineage between BigQuery external tables and their upstream GCS objects using the GCS to BigQuery External Table Lineage workflow.
Integrate, catalog, and govern Google BigQuery assets in Atlan.
Learn how Atlan reaches Google BigQuery, why there are no IP addresses to allowlist on the main path, and the four traffic hops that matter.
View and export the actual data rows that failed data quality rules to investigate and resolve data quality issues.
Frequently asked questions about BigQuery routines and their relationships with Process assets for lineage generation
Set up the service account Atlan connects to Google BigQuery as, and choose between a service account JSON key and Workload Identity Federation.
Configure BigQuery to enable data quality monitoring through Atlan.
Generate lineage across multiple connections in the same connector using the Atlan Standard Lineage app. Covers BigQuery cross-connection lineage setup, prerequisites, configuration, and known limitations.
Keep Atlan's BigQuery API traffic off the public internet with Google Private Service Connect - Atlan builds the private endpoint; you paste one DNS name.
Google BigQuery special cases - multiple projects, Delta external tables, Data Quality with WIF, per-user SSO, credential rotation, and the Lakehouse integration.
Resolve common BigQuery errors when querying Lakehouse Iceberg tables using external Iceberg tables.
Symptom-first troubleshooting for Google BigQuery connectivity - VPC-SC denials, generic connection errors, WIF failures, key rotation, and cross-project permission issues.
The Google services and VPC Service Controls ingress rules your security team must allow for Atlan to reach Google BigQuery.