Best Test Data Management Tools

Compare the Top Test Data Management Tools as of November 2025

What are Test Data Management Tools?

Test data management tools enable IT professionals and developers to create non-production test data that simulates real company data in order to reliably test applications and systems with data that's similar to production data. Compare and read user reviews of the best Test Data Management tools currently available using the table below. This list is updated regularly.

  • 1
    Protecto

    Protecto

    Protecto

    While enterprise data is exploding and scattered across various systems, oversight of driving privacy, data security, and governance has become very challenging. As a result, businesses hold significant risks in the form of data breaches, privacy lawsuits, and penalties. Finding data privacy risks in an enterprise is a complex, and time-consuming effort that takes months involving a team of data engineers. Data breaches and privacy laws are requiring companies to have a better grip on which users have access to the data, and how the data is used. But enterprise data is complex, so even if a team of engineers works for months, they will have a tough time isolating data privacy risks or quickly finding ways to reduce them.
    Starting Price: Usage based
  • 2
    IRI FieldShield

    IRI FieldShield

    IRI, The CoSort Company

    IRI FieldShield® is powerful and affordable data discovery and masking software for PII in structured and semi-structured sources, big and small. Use FieldShield utilities in Eclipse to profile, search and mask data at rest (static data masking), and the FieldShield SDK to mask (or unmask) data in motion (dynamic data masking). Classify PII centrally, find it globally, and mask it consistently. Preserve realism and referential integrity via encryption, pseudonymization, redaction, and other rules for production and test environments. Delete, deliver, or anonymize data subject to DPA, FERPA, GDPR, GLBA, HIPAA, PCI, POPI, SOX, etc. Verify compliance via human- and machine-readable search reports, job audit logs, and re-identification risk scores. Optionally mask data as you map it. Apply FieldShield functions in IRI Voracity ETL, federation, migration, replication, subsetting, or analytic jobs. Or, run FieldShield from Actifio, Commvault or Windocks to mask DB clones.
  • 3
    DATPROF

    DATPROF

    DATPROF

    Test Data Management solutions like data masking, synthetic data generation, data subsetting, data discovery, database virtualization, data automation are our core business. We see and understand the struggles of software development teams with test data. Personally Identifiable Information? Too large environments? Long waiting times for a test data refresh? We envision to solve these issues: - Obfuscating, generating or masking databases and flat files; - Extracting or filtering specific data content with data subsetting; - Discovering, profiling and analysing solutions for understanding your test data, - Automating, integrating and orchestrating test data provisioning into your CI/CD pipelines and - Cloning, snapshotting and timetraveling throug your test data with database virtualization. We improve and innovate our test data software with the latest technologies every single day to support medium to large size organizations in their Test Data Management.
  • 4
    eperi Gateway
    You alone have full control over the encryption of your data – at any time and definitely without backdoors. All Systems – One Solution. Thanks to the patented template concept you can use the eperi® Gateway for all your (cloud-) applications and adapt it to your data protection requirements. Your employees can continue working as usual, while the eperi® Gateway encrypts data transparently and preserves the central functions of your applications (such as search and sort). Take advantage of cloud applications while staying compliant with the stringent regulations of the financial industry like privacy-preserving analytics. IoT brings forth smart machines and products that collect data independently and automatically. Thanks to encryption, you can ensure data privacy and comply with legislation.
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