Compare the Top Data Validation Tools for Windows as of April 2025

What are Data Validation Tools for Windows?

Data validation tools are software tools designed to ensure the accuracy and integrity of data. These tools help identify errors or inconsistencies in data, such as missing values, incorrect formats, or duplicate entries. They work by applying predefined rules and algorithms to check the validity of data against established criteria. Some common types of data validation tools include spell checkers, error flagging systems, and automated testing programs. These tools are essential for maintaining the quality and reliability of data in various industries, including finance, healthcare, and manufacturing. Compare and read user reviews of the best Data Validation tools for Windows currently available using the table below. This list is updated regularly.

  • 1
    QuerySurge
    QuerySurge leverages AI to automate the data validation and ETL testing of Big Data, Data Warehouses, Business Intelligence Reports and Enterprise Apps/ERPs with full DevOps functionality for continuous testing. Use Cases - Data Warehouse & ETL Testing - Hadoop & NoSQL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Projects: Multi-project support - AI: automatically create datas validation tests based on data mappings - Smart Query Wizards: Create tests visually, without writing SQL - Data Quality at Speed: Automate the launch, execution, comparison & see results quickly - Test across 200+ platforms: Data Warehouses, Hadoop & NoSQL lakes, databases, flat files, XML, JSON, BI Reports - DevOps for Data & Continuous Testing: RESTful API with 60+ calls & integration with all mainstream solutions - Data Analytics & Data Intelligence:  Analytics dashboard & reports
  • 2
    Astera Centerprise
    Astera Centerprise is a complete on-premise data integration solution that helps extract, transform, profile, cleanse, and integrate data from disparate sources in a code-free, drag-and-drop environment. The software is designed to cater to enterprise-level data integration needs and is used by Fortune 500 companies, like Wells Fargo, Xerox, HP, and more. Through process orchestration, workflow automation, job scheduling, instant data preview, and more, enterprises can easily get accurate, consolidated data for their day-to-day decision making at the speed of business.
  • 3
    iceDQ

    iceDQ

    Torana

    iCEDQ is a DataOps platform for testing and monitoring. iCEDQ is an agile rules engine for automated ETL Testing, Data Migration Testing, and Big Data Testing. It improves the productivity and shortens project timelines of testing data warehouse and ETL projects with powerful features. Identify data issues in your Data Warehouse, Big Data and Data Migration Projects. Use the iCEDQ platform to completely transform your ETL and Data Warehouse Testing landscape by automating it end to end by letting the user focus on analyzing and fixing the issues. The very first edition of iCEDQ designed to test and validate any volume of data using our in-memory engine. It supports complex validation with the help of SQL and Groovy. It is designed for high-performance Data Warehouse Testing. It scales based on the number of cores on the server and is 5X faster than the standard edition.
    Starting Price: $1000
  • 4
    Alteryx

    Alteryx

    Alteryx

    Step into a new era of analytics with the Alteryx AI Platform. Empower your organization with automated data preparation, AI-powered analytics, and approachable machine learning — all with embedded governance and security. Welcome to the future of data-driven decisions for every user, every team, every step of the way. Empower your teams with an easy, intuitive user experience allowing everyone to create analytic solutions that improve productivity, efficiency, and the bottom line. Build an analytics culture with an end-to-end cloud analytics platform and transform data into insights with self-service data prep, machine learning, and AI-generated insights. Reduce risk and ensure your data is fully protected with the latest security standards and certifications. Connect to your data and applications with open API standards.
  • 5
    Statgraphics

    Statgraphics

    Statgraphics Technologies

    Control your data, extend your reach, improve your processes, grow your revenue. That’s the Statgraphics proposition. But it’s more than that. Statgraphics gets you there with the greatest of ease! Our intuitive interface is unparalleled in power and sophistication matched with simplicity of use. With greatly expanded ability to process millions of rows of data, 260 advanced procedures, an R interface and so much more, our new version, Statgraphics 18® has all that you need to succeed. The current business environment demands reliance on data science to progress. You owe it to your business to take a look. Statgraphics was the first statistical software program adapted for the PC, the first to introduce integration of graphics into every statistical procedure, and the originator of point-by-point assistance tools and countless other groundbreaking features to simplify your tasks. While others were busy playing catch up, Statgraphics led the pack in providing pioneering advances.
    Starting Price: $765 per year
  • 6
    Ataccama ONE
    Ataccama reinvents the way data is managed to create value on an enterprise scale. Unifying Data Governance, Data Quality, and Master Data Management into a single, AI-powered fabric across hybrid and Cloud environments, Ataccama gives your business and data teams the ability to innovate with unprecedented speed while maintaining trust, security, and governance of your data.
  • 7
    OpenRefine

    OpenRefine

    OpenRefine

    OpenRefine (previously Google Refine) is a powerful tool for working with messy data: cleaning it; transforming it from one format into another; and extending it with web services and external data. OpenRefine always keeps your data private on your own computer until you want to share or collaborate. Your private data never leaves your computer unless you want it to. (It works by running a small server on your computer and you use your web browser to interact with it). OpenRefine can help you explore large data sets with ease. You can find out more about this functionality by watching the video below. OpenRefine can be used to link and extend your dataset with various webservices. Some services also allow OpenRefine to upload your cleaned data to a central database, such as Wikidata.. A growing list of extensions and plugins is available on the wiki.
  • 8
    Syniti Knowledge Platform
    For the first time, data characteristics like meaning, usage, lineage, alignment to business outcomes and ownership that are repeatedly lost after every project can be captured and retained as tangible knowledge. These vital characteristics can now be reused downstream to advance strategic business initiatives that are dependent on trusted data. Reuse data to deliver your outcomes faster. Capture and release the latent power in your data. Unlock the potential of data in context of your business. Most of your projects require the same insights and understanding into your data, and it’s likely you are consistently reinventing this information. Syniti can deliver this knowledge at a fraction of the cost and with much greater accuracy. Don’t throw away your knowledge. Unlock and reuse insights and knowledge trapped in your data. Preserve knowledge for your future use and reference.
  • 9
    Tamr

    Tamr

    Tamr

    Tamr provides the only AI-native Master Data Management (MDM) solution that delivers real-time master data for every dashboard, application, and person in your business. Tamr accelerates the discovery, enrichment, and maintenance of Golden Records, enabling informed decision-making, improved revenue growth, and better customer experiences. Tamr’s patented, AI-centric approach – with human refinement and oversight – delivers value in days or weeks, not months or years like traditional rules-based MDM and DIY solutions. And with intuitive Customer 360 pages, your business can improve data accessibility across the organization and leverage the best, most accurate data to support analytical and operational use cases in real time. Learn more at tamr.com.
  • 10
    Skimmer Technology

    Skimmer Technology

    WhiteSpace Solutions

    WhiteSpace provides business integration solutions to our customers based on our Skimmer Technology. Skimmer Technology utilizes the desktop automation resources found in the Microsoft Office suite combined with data mining and extraction technology to refine data from disparate data sources. The refined data is then processed and presented as data analysis products in MS Excel, MS Word, MS Outlook email or as web pages. Many corporate problems are well-suited to Business Integration Solutions. The Skimmer Technology approach brings a framework and tools to integration-based projects. Risk is significantly reduced and returns are realized much sooner. Validation of data and report process should be the first step in any integration project. Most manual reports are never validated; Skimmers drive the validation of existing reports. Skimmers reinforce processes and eliminate manually-introduced variances.
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