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Best Data Masking Software in 2026

When sensitive information needs to be used in altered form, data masking software offers capabilities to compare for preparing those datasets. Look at masking methods, data subsetting, and synthetic data, along with referential integrity where relationships across records matter. Database connectors, API access, and deployment options can help you judge how an option may fit your environment. MySQL, ARX Data…

26 appsSorted 25 Oct 2026How we rank
17.9
MySQL logo

MySQL is an open-source database for web, e-commerce, SaaS, and online transaction processing applications.

Free planAPILinuxmacOS
Free plan
27.5

DataVeil permanently masks sensitive data in SQL databases by replacing it with realistic fictitious values for testing, development, training, analytics, and support.

Free planLinuxSelf-hostedWindows
From $5,690 a year
36.8
Tonic Fabricate logo

Tonic Fabricate uses a conversational AI agent to generate synthetic data for databases, APIs, and files.

Free planWebAPISelf-hosted
$29 usage-based
  1. 4Automic Continuous Delivery Automation logo

    Automic Continuous Delivery Automation

    Automic Continuous Delivery Automation orchestrates application releases and deployments, with real-time monitoring and release reporting.

    WebAPILinuxSelf-hosted
    6.5
  2. 5MOSTLY AI logo

    MOSTLY AI

    MOSTLY AI is a data intelligence platform for accessing production data and generating synthetic, mock and simulated data, with tools for data analysis.

    Free planWebAPILinuxSelf-hosted
    6.4Free plan
  3. 6ARX Data Anonymization Tool logo

    ARX Data Anonymization Tool

    ARX Data Anonymization Tool is open-source software for anonymizing sensitive personal data and evaluating privacy risk and data utility.

    Free planAPILinuxmacOSSelf-hosted
    6.3Free plan
  4. 7Data Mask Studio logo

    Data Mask Studio

    Data Mask Studio is a free Windows desktop app for masking sensitive information in CSV files and local HTML content.

    Free planWindows
    6.3Free plan
  5. 8

    DataSunrise

    DataSunrise is a data, AI, and database security platform for organizations protecting sensitive information across on-premises, cloud, and hybrid environments.

    WebLinuxSelf-hostedWindows
    6.1
  6. 9

    Greenmask

    Greenmask is a free, open-source utility for logical database dumps, data anonymization, synthetic data generation, and restoration.

    Free planLinuxmacOSSelf-hosted
    6.0Free plan
  7. 10

    Jailer

    Jailer is a free database tool for producing small data samples that retain referential integrity and for exploring tables through their relationships.

    Free planAPILinuxmacOSWindows
    6.0Free plan
  8. 11

    PostgreSQL Anonymizer

    PostgreSQL Anonymizer is a PostgreSQL extension for masking personally identifiable or commercially sensitive data.

    Free planLinuxmacOSSelf-hostedWindows
    6.0Free plan
  9. 12DATPROF logo

    DATPROF

    DATPROF is a test data management platform for preparing data used in development, testing and QA.

    WebAPILinuxSelf-hosted
    5.9
  10. 13

    Libelle DataMasking

    Libelle DataMasking anonymizes sensitive and personal information in non-production systems while preserving referential integrity.

    LinuxmacOSSelf-hostedWindows
    5.8
  11. 14
    5.8Free plan
  12. 15

    SDSA

    SDSA is a self-hostable web app for sanitizing tabular data before it leaves a trusted environment.

    WebAPILinuxSelf-hosted
    5.7
  13. 16Syntho logo

    Syntho

    WebAPILinuxSelf-hosted
    5.7
  14. 17

    Open Diffix

    Open Diffix is an open-source project that develops tools for anonymizing structured data.

    APILinuxmacOSSelf-hosted
    5.6
  15. 18

    GenRocket

    GenRocket generates synthetic test data from user-defined structures, rules, and scenarios.

    WebAPISelf-hosted
    5.5
  16. 19

    Oracle Data Safe

    Oracle

    Free plan
    5.5Free plan
  17. 20BigID Data Masking logo

    BigID Data Masking

    BigID Data Masking is part of BigID’s data intelligence platform for discovering, classifying, securing, governing, and managing enterprise data and AI.

    WebAPISelf-hosted
    5.4
  18. 21

    K2view Data Masking

    K2view Data Masking helps enterprises create masked data for testing, analytics, B2B sharing, and AI workloads.

    WebAPISelf-hosted
    5.4
  19. 22
    5.0
  20. 23
    4.9
  21. 24

    IRI FieldShield

    LinuxWindows
    4.9
  22. 25
    4.8

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