Integrations

The Challenge:
Validating Data Across Complex Architectures

Modern data ecosystems are diverse — mixing cloud data warehouses, on-premises databases, and hybrid data lakes. Manually validating data pipelines across these systems is time-consuming, error-prone, and nearly impossible to scale.

The Solution: QuerySurge

QuerySurge is the AI-driven data quality platform that continuously automates data validation across every layer of your data pipeline. Whether you’re moving data into Snowflake, processing with Databricks, transforming in Microsoft or Oracle, or delivering reports in Power BI — QuerySurge ensures your data is trusted, tested, and ready for analytics.

One Platform, Unlimited Integrations

QuerySurge natively connects to the most popular data platforms:

Cloud Warehouses: Snowflake, AWS Redshift & DynamoDB, Google BigQuery, Azure SQL, Oracle Autonomous Data Warehouse
Data Lakes: Databricks, Hadoop/Hive, AWS S3, Azure Data Lake, MongoDB, Cloudera
Traditional Data Warehouses & Databases: Oracle, SQL Server, PostgreSQL, DB2, Teradata, Vertica, SAP HANA
BI Tools: Power BI, Tableau, MicroStrategy, SAP Business Objects, Oracle BI
Files: Excel, Parquet, JSON, XML, flat files (delimited and fixed width)
All Other Data Stores: see full list here ⇒

Key Benefits

Automated Validation: Compare data between sources, targets, and reports with no manual SQL required.
Full Pipeline Coverage: Validate data at every stage — extract, transform, load, and reporting layer.
Continuous Testing: Integrate with CI/CD pipelines for DevOps-for-Data workflows.
Scalability: Run thousands of tests across billions of rows, on-prem or in the cloud.
Compliance & Audit: Maintain full audit trails for regulatory and governance needs.

How It Works

Connect: Use QuerySurge’s built-in connectors or JDBC drivers to connect to your sources and targets.
Automate: Auto-generate tests or write custom queries with QuerySurge’s wizard-based interface.
Analyze: View pass/fail results, drill down to mismatched data, and share dashboards with your team.
Integrate: Trigger tests automatically from your CI/CD tools, orchestration platforms, or ELT jobs.

Integration with other Complementary Solutions

QuerySurge complements platforms like Collibra, dbt, Monte Carlo, and GenRocket by adding automated, test-driven validation that proves data is actually correct, not just documented, transformed, or monitored.

Together, they create a complete data trust stack where expectations are defined, pipelines are built and observed, and data accuracy is verified end to end.

Topic	Company	Focus
Data Governance	Collibra	Defines data governance, ownership, and stewardship
ETL Development, Unit Testing	dbt	Focuses on data transformation in data warehouses and data lakehouses and lightweight unit or schema tests
Data Observability	Monte Carlo	Continuous monitoring of pipelines, tables, freshness, volume, schema changes, and statistical anomalies
Test Data Creation	GenRocket	Generating realistic, compliant, and scalable test data

Why Teams Choose QuerySurge

80% Faster Testing Cycles vs. manual validation
Near-Zero Defect Escape Rate with continuous pipeline testing
Full Compatibility with all major cloud and on-prem platforms
Proven ROI – validated by hundreds of enterprise customers

However, don’t just take our word (or our customers) for it.
Try it for yourself.
Check out our free trials and great tutorial.