Does BI Validator compare report values against the source database?

Yes, this is a core capability. BI Validator simultaneously queries the BI platform and the underlying data source, such as Snowflake, SQL Server, Oracle, or Databricks, under identical filter conditions and compares every value.

How does BI Validator handle BI platform upgrades and regression testing?

BI Validator captures baseline snapshots before an upgrade and then automatically runs regression testing afterward, surfacing discrepancies at the field level. Self-healing tests survive platform version changes with zero manual rework.

Does BI Validator test filters, slicers, and interactive report elements?

Yes. BI Validator applies filter combinations programmatically via the BI API, testing slicers, parameters, and action filter interactions. This helps identify report errors that appear only when specific filters are applied rather than in the default report view.

How does GenAI report differencing work in BI Validator?

After each validation run, AI compares outputs and explains changes in data values, layout, visuals, colors, and missing data in plain language. Instead of simply flagging a difference, it provides a diagnostic explanation of the detected changes.

BI Validation · Analytics Governance · Agentic AI

Automated BI Testing That Catches Broken Report Before Your Business Does

Datagaps BI Validator is an Agentic AI BI validation tool that tests Power BI, Tableau, Looker, and Oracle Analytics dashboards for data accuracy, visual breaks, security gaps, and performance issues — before every release.

What We Keep Hearing

This field on my report — where did it come from?

The tricky part is silent failures. The data looks valid. It's just not correct.

We're wasting a lot of time just making sure things are going well

That’s Why We Built BI Validator

BI Validation in Action

BI Testing Problems We Solve at scale

How We Solve Them Differently

From reactive firefighting to proactive report governance

Business Outcomes we delivered

70%

Time savings in
BI regression testing

80%

Reduction in
QA turnaround time

100%

Adherence to UI
validation best practices

4mo

To full ROI on
BI Validator investment

BI Validator Overview

BI Validator is a no-code BI testing and validation tool that automates dashboard and report checks across Power BI, Tableau, Oracle Analytics, Looker, and other BI platforms.

Beyond regression, functional, and performance testing, it includes BI Analyzer and BI Catalog to analyze the inventory, optimize cost & understand your semantic models, BI DevOps to bring CI/CD discipline to BI releases, and built-in data quality and lineage checks so BI and QA teams can trust the full path from source data to the reports business users see.

Agentic AI — Built Into BI Validator

AI writes the tests, spots the differences, and writes the rules — you review and ship

Automate End to End BI Testing

Validate every report release for data accuracy, visual integrity, filters, security, and performance before
dashboards reach business users

Works With Your Entire Data Stack

Why BI Validator Is the best tool for Business Intelligence Testing?

Automate BI Report Testing - Upgrades & Migrations

Functional BI Report Testing

Performance Optimization & Stress testing

Easy Test Creation

Continuous BI Testing & Alerting

Every BI Testing Scenario — Proven Across Industries

BI Validator is purpose-built for the scenarios that matter most to enterprise data teams.

Modernize core banking with confidence. Continuously validate every report and pipeline so regulators, auditors, and executives always see numbers they can trust.

Payment integrity and compliance reporting leave no room for a wrong number. Catch it before a regulator does.

Demand planning runs on dashboards. Make sure the number your brand managers act on is the number your warehouse actually has.

Enrollment, funding, and student success depend on reliable data. Automate BI testing to catch reporting errors before they undermine confidence in your decisions.

Every occupancy rate, revenue metric, and guest insight matters. Validate BI reports continuously so a single reporting error never becomes a costly business decision.

Pricing and inventory dashboards drive same-day calls. Don’t let a stale refresh make that call for you.

Don’t see your industry? Talk to our team →

Featured Customer Story

ZS Associates — Standardizing BI Report Validation at Scale

A global consulting firm needed to validate report UI and data consistently across a growing portfolio of BI dashboards, without slowing down releases.

BI Validator vs. The Alternatives

See exactly how BI Validator compares to manual testing and generic BI test tools across the capabilities that matter

Technical Capability	Datagaps BI Validator	Alternative BI testing tools	Custom Built Tool from LLM
Report coverage	Full UI + data + security, no-code	~ Often data-only or code-heavy	~ Only what you build
Test authoring	Wizard-based, embedded browser capture	Manual / scripted	Hand-coded + prompt work
Filter/layout-change maintenance	Adaptive, low rework	Manual rework	Breaks on drift; constant upkeep
Supported BI platforms	Power BI, Tableau, Oracle Analytics built-in	~ Varies by vendor	Build & maintain each integration
Row-level security testing	Native	~ Limited or manual	Build it yourself
Performance & stress testing	Built-in, concurrent-user simulation	~ Varies	Not included
Time to value	Days	~ Weeks	Months
Expertise required	No-code for all users	~ Tool-specific	Expert resource needed
CI/CD + audit-ready evidence	Native	~ Varies	Build it yourself
Ongoing cost & risk	Vendor-maintained & supported	~ Vendor-dependent	Ongoing eng hours • key-person risk

Trusted by Analytics Teams Worldwide

See how leading companies are transforming their data operations with Datagaps

“With Datagaps, we saw about 70% time savings, an 80% reduction in turnaround time and 100% adherence to our UI validation best practices.”

“ETL Validator has really freed the IT department to look at real business problems and not worry about the trust and veracity of the data… “

“With Datagaps, we moved from reactive data correction to proactive data governance, with audit-ready reports available for our leadership and ETL teams.”

Trusted by 100+ Leading Enterprises

Get Started Today

Signup for a Free Trial of BI Validator

Reduce your BI testing costs dramatically with BI Validator

SOC 2 Type II certified | ISO 27001 certified | No credit card required for trial | Your data never leaves your environment

BI Validator is where data trust begins. DataOps Suite is where it's complete.

BI Validator is one product within DataOps Suite — It is a unified platform that extends automated testing from your pipelines to your reports, your data quality, and beyond.

FAQ's about BI Validator

Common questions from Enterprise Buyers

Which BI platforms does BI Validator support?

Tableau, Power BI, Oracle Analytics, Cognos, AWS QuickSight, and Microsoft Fabric — one platform, no agents on the BI server. See Tableau, Power BI, and Oracle Analytics automation.

How does automated BI testing beat manual dashboard review?

Manual testing covers 10–20% of reports. BI Validator tests 100% — every metric, filter, calculated field — automatically after every deployment. 247 reports validated in under 2 hours, unattended. See BI testing in depth.

Does it compare report values against the source database?

Yes — the core capability. BI Validator simultaneously queries the BI platform and the underlying data source (Snowflake, SQL Server, Oracle, Databricks) under identical filter conditions, comparing every value. Start free trial.

How does it handle BI platform upgrades and regression testing?

BI Validator captures baseline snapshots before any upgrade, then runs regression automatically after — surfacing every discrepancy at the field level. Self-healing tests survive platform version changes with zero manual rework. Explore BI Validator.

Does it test filters, slicers, and interactive report elements?

Yes. BI Validator applies filter combinations programmatically via the BI API — testing every slicer, parameter, and action filter interaction. Most report errors only appear when filters are applied, not in the default view.

What performance and load testing capabilities are included?

The built-in Benchmark module tests dashboard load times under concurrent user simulation (5–20+ users). App Health identifies the specific slow visual and its root-cause query execution breakdown. Watch a demo

How does it integrate with Power BI deployment pipelines?

BI DevOps integrates with Power BI and Tableau deployment pipelines via Azure DevOps — automatically validating each promotion stage and blocking deployment if validation fails. See CI/CD integration

What ROI does BI Validator deliver?

Teams report 70% time savings, 80% faster turnaround, and 100% report-to-source consistency. One pharma team saved 30–60 minutes per report validation cycle. Calculate ROI | Read case studies

How does GenAI report differencing work?

After each validation run, AI compares outputs and explains every change — data values, layout, visuals, colors, missing data — in plain language. Not a flag: a full diagnostic explanation. See it in action

Can BI Validator support Tableau-to-Power BI migration?

Yes. BI Validator validates that new Power BI reports match the equivalent Tableau reports — cross-platform consistency testing before decommissioning. It’s the only tool covering 7 BI platforms in one Test Plan. Explore BI Validator

Resources

Learn More About Datagaps Solutions

See how enterprises are solving complex data challenges and achieving measurable ROI

Blog

Datagaps Partners with Vega IT

Datagaps and Vega IT Partner to Bring Trusted Data Foundations to Digital and AI Transformation

Whitepapers

Accelerating Databricks
Lakehouse

Accelerating Databricks Lakehouse: Automated Migration Validation and Trusted Analytics

Past Webinar

How Agentic AI Is Transforming BI Validation

Explore how agentic AI is reshaping BI validation beyond traditional automation.

Resources

Learn More About Datagaps Solutions

See how enterprises are solving complex data challenges and achieving measurable ROI

Blog

Beyond Green Pipelines

See how enterprises are solving complex data challenges and achieving measurable ROI

Whitepapers

Accelerating Databricks Lakehouse

Accelerating Databricks Lakehouse: Automated Migration Validation and Trusted Analytics

Upcoming Webinar

Migrate with Confidence

Migrate with Confidence: Data Trust and Accuracy in Digital Transformation

Use Case

Cloud

Analytics

Industry

Academy

Support

Use Case

Cloud

Analytics

Industry

Academy

Support

Automated BI Testing That Catches Broken Report Before Your Business Does

What We Keep Hearing

This field on my report — where did it come from?

The tricky part is silent failures. The data looks valid. It's just not correct.

We're wasting a lot of time just making sure things are going well

That’s Why We Built BI Validator

BI Validation in Action

BI Testing Problems We Solve at scale

Broken Report. Board Level Decision. No Warning

Any Refresh Introduces a Regression Risk

One Filter Change Breaks Your Tests

No Proof When Accuracy Is Questioned

How We Solve Them Differently

From reactive firefighting to proactive report governance

Business Outcomes we delivered

70%

80%

100%

4mo

BI Validator Overview

Agentic AI — Built Into BI Validator

Bulk Test Case Generation

AI Report - Quick Highlights

AI-Driven Root Cause Analysis

Automate End to End BI Testing

Works With Your Entire Data Stack

Why BI Validator Is the best tool for Business Intelligence Testing?

Automate BI Report Testing - Upgrades & Migrations

Regression testing of Report UI & Data

Compare BI Environments for Migrations

No-code BI Testing Automation

Functional BI Report Testing

Validate Visuals of BI Reports against Databases

Filters & Parameters Testing

Test Row‑Level Security

Performance Optimization & Stress testing

Performance testing of BI dashboards

Stress testing of BI dashboards

Semantic Model Analysis & Report Lineage

Easy Test Creation

Bulk creation of Test Cases

Embedded Browsers to Capture

Enterprise Collaboration

Continuous BI Testing & Alerting

Integrates with CI/CD tools

Scheduling and Email Notifications

Every BI Testing Scenario — Proven Across Industries

Banking & Financial Services

Healthcare & Life Sciences

Consumer Packaged Goods

Higher Education & Research

Hospitality

Retail & Utilities

ZS Associates — Standardizing BI Report Validation at Scale

The Challenge

What Datagaps Delivered

The Outcome

70%

80%

100%

0

BI Validator vs. The Alternatives

Trusted by Analytics Teams Worldwide

Biswadeep Ghosh

Ajit Oak

Sreelatha Nair

Trusted by 100+ Leading Enterprises

Signup for a Free Trial of BI Validator