QuerySurge & Databricks

QuerySurge delivers continuous, automated testing
for your Databricks data - from ingestion to analytics -
so you can trust every insight.

Why QuerySurge + Databricks

Databricks gives you a powerful lakehouse platform for ingesting, transforming, and analyzing data. But even the best pipelines can push bad data downstream.

QuerySurge closes the gap with automated validation at every stage of your Databricks Medallion Architecture (Bronze → Silver → Gold), ensuring data integrity and analytics readiness.

How It Works

Direct Connectivity
Securely connect QuerySurge to Databricks Delta tables, views, and Parquet files via JDBC drivers.

Automated Data Validation
Compare raw source data with Bronze, Silver, and Gold layers — or downstream data warehouses — to catch mismatches, missing rows, or schema drift.

CI/CD Integration
Embed QuerySurge in Databricks Jobs, notebooks, and pipelines to automate quality checks as part of your DevOps workflow.

Actionable Reporting
Get instant dashboards, failure analytics, and full audit trails to speed up troubleshooting and satisfy compliance requirements.

Key Benefits

Benefit	Why It Matters
Early Defect Detection	Stop bad data before it impacts reports & ML models
Full Medallion Coverage	Validate Bronze → Silver → Gold transformations
Scalable Testing	Handle millions of rows with Databricks compute power
Continuous DataOps	Enforce data quality gates in CI/CD
Audit-Ready Proof	Deliver documentation for regulators & stakeholders