
Data Quality & Test Automation for Data LakehousesTrust Your Data
Rely On The Outcome
Our Mission: To Improve Your Data Quality

News & Announcements
- Product UpdateOctober 16, 2026
Bring Your Own AI Model: AI-Assisted Test Suites With XAM MCP.
XAM MCP connects the AI agent of your choice to X-AutoMate. Your agent learns your existing suites, templates and DAGs, writes custom Robot Framework test suites in your Git repo, and reads the execution logs to explain and fix failures.
In a recent customer rollout, 218 AI-assisted tests across 10 data products were built in three weeks. Once the shared library was in place, a full product's custom tests took about 20 minutes.
xAutomateXAMMCPAITestingRobotFrameworkTestAutomationDatabricksPowerBI - Product UpdateMarch 31, 2026
AI-Powered Test Generation Is Here.
xAutomate now generates production-ready test suites across your entire data and application stack — from pipeline validation to end-to-end browser automation. Zero boilerplate. Full coverage.
ETL / ELT — Pipeline Test GenerationAuto-generate row count checks, null assertions, referential integrity tests, and transformation logic validation across your entire data pipeline — source to target.
DATA QUALITY — DQ Test SuitesSchema conformance, freshness checks, statistical profiling, completeness and uniqueness rules — generated from your data contracts and executed directly on your datalakehouse.
PLAYWRIGHT — Web & Mobile TestsAI-generated Playwright scripts for web and mobile UIs. Simulate user flows, validate portals, and catch regressions across browsers — generated from screenshots or specs.
xAutomateDataQualityETLTestingELTTestingPlaywrightTestAutomationDataContractsODCSAITestingDataEngineeringDatabricksRobotFramework - Platform AnnouncementMarch 25, 2026
Two capabilities. One platform. Faster, safer enterprise delivery.
We're excited to announce that our platform now fully supports the Open Data Contract Standard (ODCS) — and that our platform generates AI-powered automated tests using Robot Framework and Playwright across APIs, web, mobile, desktop applications & any datalakehouse.
For clients modernising their data lakehouse, every data product now ships with a structured contract covering schema, data definitions, data quality rules, SLAs, ownership, and GDPR/PII classification — bringing formal governance to your data from day one.
For clients building on or migrating ERP platforms, AI-generated test suites mean rapid regression coverage across your entire application landscape, without the overhead of manual scripting.
Governed data. Continuously validated applications. Delivered with confidence.
DataContractsODCSDataGovernanceTestAutomationRobotFrameworkPlaywrightDataLakehouseERPDigitalTransformationEnterpriseData
If you're exploring lakehouse modernisation or ERP/CRM/SCM/HCM/BI/CMS/PIM/MAP application development, we'd love to connect.

AI-Powered Data Quality Automation
X-AutoMate empowers teams to create and run intelligent, AI-driven data quality checks and tests — automating rule generation and validation to ensure clean, reliable data at scale
What Is Data Quality?
What is Software Testing?
When To Consider X-AutoMate?
Data Quality & Testing is a crucial part of any software development process. It helps ensure that the software being developed meets the required quality standards and is bug-free. Here are example problems that X-AutoMate would solve in your organization:
Poor Quality Testing
The AI/ML capabilities of the application can help to provide efficient testing and reduce the number of manual errors, streamlining the testing process and improving the overall quality of the data.Unclear Test Goals
X-AutoMate is capable of scanning metadata to propose recommended tests & dq checks, streamlining the testing process by providing guidance to end users.Production Incidents
X-AutoMate helps to shift left, detecting issues early in the development process and reducing the risk of production incidents.Slow testing
Scheduling, orchestration and executions enable faster testing, reducing the time required for delivering new features and allowing you to focus on other critical aspects of software development life cycle.
We Solve Real Problems
Business Benefits
Our clients have been able to significantly reduce test automation time and costs. Our main business objectives are:
Accelerating your time-to-market up toEnhancing your data quality, which builds trust with your end users.50XFaster deployment to productionBy streamlining manual tasks within your organization.4XCost savingsTechnical Features
We offer flexible and scalable deployment options, making it easy to integrate with existing systems. With a mature API, advanced execution & orchestration mechanism, advanced monitoring and reporting systems, data export to export to version control system features and compatibility with multiple database technologies, it is a solution for efficient data testing that supports external tests and is easily extensible.We do not store any client data.System Integration
X-AutoTest streamlines the data testing workflow by combining tickets with test cases and data quality rules, resulting in a consistent process. With bi-directional synchronization and integration with tools such as AzureDevOps, Jira, Active Directory, SMTP, 1Password, and GIT, it offers seamless collaboration, increased efficiency, and added security.Monitoring And Reporting
The reporting and monitoring features of our app provide a comprehensive solution for ensuring the accuracy and integrity of data in your warehouse. Whether you need to keep track of coverage, generate reports or receive notifications, our app is here to help.
Test Automation That Makes Your Testing Clear
E2E Approach
Automate your Datalakehouse, DWH, CRM, ERP, Mainframe, Web, Mobile and follow your data from creation process to data collection/reporting
DAG / Workflows
Orchestrate your test with our powerful orchestration module including the dependency management
Schedule your tests
Schedule your executions to run any time. As part of your ci/cd or at a given time/state
Prefer to let your AI agent write the tests? See how XAM MCP turns your model of choice into a test engineer.
Built For Agentic Software Development
Your AI agent already writes your code. With XAM MCP, the same agent, on the model of your choice, designs and runs the tests that verify it, from data contracts to custom Robot Framework suites.
1. Explore
Your agent uses XAM MCP to learn your setup: existing test suites, templates and DAGs.
2. Generate
Your model of choice designs the tests: data contracts, DQ checks, ETL tests and custom Robot Framework suites.
3. Import
Tests land in X-AutoMate through XAM MCP, or as custom suites synced from your Git repo, each mapped to a test case in Azure DevOps.
4. Run & Refine
X-AutoMate runs them. Your agent reads the results through XAM MCP, explains failures and fixes the tests.
Design And Execute Every Test With AI
Data Contracts
- AI Design
- Your agent drafts schema, data quality rules, SLAs and ownership for each data product.
- AI Execution
- X-AutoMate validates every run against the contract; your agent explains any breach.
DQ Checks
- AI Design
- Your agent generates completeness, freshness, uniqueness and schema rules for your lakehouse tables.
- AI Execution
- Scheduled or in-pipeline checks stop bad data; your agent investigates what failed.
ETL Tests
- AI Design
- Your agent builds row count, source-to-target and transformation checks across your pipelines.
- AI Execution
- Orchestrated in DAGs, on a schedule or from your CI/CD; your agent runs them through XAM MCP and optimizes or translates the queries.
Robot Framework Tests
Open-source, keyword-driven automation for any app your users touch.
- AI Design
- Your agent writes custom suites, reusable keywords and Python libraries in your Git repo.
- AI Execution
- Run as custom tests in X-AutoMate; your agent reads the logs and fixes failures.
- Covers
- WebMobile appsDesktop GUI & appsAPIsDatabasesand more
- Popular Libraries
- Selenium, Playwright, Appium, FlaUI and more
From A Real Customer Rollout
Coming soon: an XAM MCP tool that describes the custom-suite contract, so your agent writes suites that run the first time.

Data Quality Monitoring For Your Data Pipelines
X-AutoMate Can Help YouDetect Your Data Quality Issues
Detect
Measure And Follow Up
By utilising our AI/ML capabilities we can help you to understand current state of your data

Prevent
Block bad data from entering BI landscape
By integrating X-AutoMate towards your ETL/ELT and data pipelines we can help you implement a DQ firewall and block bad data from entering your BI/Analytical landscape

Cure
Progression and Regression Testing
By utilizing easy to implement & maintain X-AutoMate test approaches we can ensure high data quality in every release to production

Eliminate
Start Testing Your Source Systems
By extending your testing to source systems and creating E2E test scenarios we can stop bad data quality from occurring in the first place

Frequently Asked Questions
Find answers for your question now!
- MySQL
- Redshift
- PostgreSQL
- Databricks
- Snowflake
- MSSQL

What Our Users Have To Say

The Team Behind X-AutoMate
Our team has over 20 years of experience in software development, data warehousing and IT operations. We pride ourselves on providing our clients with a high quality service and ensuring the highest quality of your data. At the heart of our business is a focus on data quality and testing, which we believe is necessary to make accurate decisions.We are committed to providing innovative solutions, superior customer service and the highest level of expertise to meet your software development and IT needs.
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