Solving the Enterprise
Data Validation Challenge
Empowering teams to trust their data, accelerate delivery, and reduce the cost and risk of bad data acrossthe enterprise
Growing Data Complexity
Modern enterprises rely on increasingly complex data ecosystems that span multiple platforms, formats, and technologies.
Data flows from on-premise systems to cloud warehouses, through ETL pipelines, APIs, and reporting layers, creating countless opportunities for errors.
Common failure points:
- Mismatched data between source and target systems
- Loss of precision or formatting during transformation
- Inconsistent aggregation or filtering in BI reports
Manual Testing Is Unsustainable
Manual data validation is slow, expensive, and prone to human error.
Testers often rely on spot-checking, sampling, or one-off scripts that provide limited coverage and little confidence in data quality.
Challenges include:
- Inability to scale with data volume
- Lack of repeatability or regression testing
- No audit trail or centralized reporting
Siloed QA and DevOps Efforts
Data quality testing is often disconnected from development workflows, slowing down delivery and creating friction between QA, DevOps, and data engineering teams.
This results in:
- Late discovery of data issues
- Higher defect remediation costs
- Poor alignment with CI/CD processes
The Business Impact of Poor Data Validation
- Inaccurate reports → misinformed decisions
- Data pipeline failures → operational delays
- Failed audits or compliance risks → regulatory exposure
- Loss of trust in analytics → decreased business value of data
How QuerySurge Solves the Problem
Automated, End-to-End Data Validation
QuerySurge automates the testing of data across the entire pipeline — from source systems and staging tables to data warehouses, data lakehouses, and BI reports.
Users can design smart queries to compare, validate, and detect anomalies across millions of records with precision.
Key capabilities:
- Row- and column-level comparisons
- Tolerance-based validation
- Reusable test components and staging queries
The Query Wizards design column & row-level compares and row counts visually.
QuerySurge AI transforms mapping documents into transformational tests quickly and without the need to write SQL.
DevOps and CI/CD Integration
QuerySurge supports dynamic test execution via the DevOps for Data module and REST APIs and integration with tools like Jenkins, Azure DevOps, and more.
Benefits include:
- Seamless fit into modern CI/CD pipelines
- Real-time test feedback
- Higher release velocity with lower risk
Scalability for Enterprise Workloads
Built for enterprise environments, QuerySurge handles large datasets, distributed teams, and complex test suites with ease.
Features include:
- Role-based access control
- Distributed agent architecture
- Scalable execution across environments
Actionable Reporting and Root-Cause Analysis
QuerySurge provides in-depth insights into data issues through customizable dashboards, root cause analytics, and test history tracking, leveraging data analytics and data intelligence.
Outputs include:
- Audit-ready reports that can be exported as PDF/Excel
- Alerts and automated test result emails
- Trend analysis and drill-down diagnostics
Support for BI and Cloud Platforms
QuerySurge validates data in Business Intelligence tools like Power BI, Tableau, IBM Cognos Analytics, MicroStrategy, Oracle Business Intelligence, and SAP Business Objects. See our BI Tester module ⇒
QuerySurge validates data not just in traditional databases, but also in cloud warehouses like Oracle, SQL Server, Snowflake, Databricks, and BigQuery, flat files, JSON files, Excel, and 200 other data stores.
Summary
Enterprises can no longer afford to treat data validation as an afterthought.
The complexity and scale of modern data pipelines demand a purpose-built solution that enables complete automation, deep validation coverage, and seamless integration with development workflows.
QuerySurge delivers on all fronts — empowering teams to trust their data, accelerate delivery, and reduce the cost and risk of bad data.
But don’t believe us (or our clients).
Try it for yourself.
Check out our free trials and great tutorial
Learn about the ROI of QuerySurge AI
