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Ranked chart · IT & Infrastructure

Best Data Masking Software in 2026

MySQL leads this chart of 26 (7.9/10, free plan). DataVeil is next (7.5/10, free plan), and Tonic Fabricate is the next highest-placed with a free plan (6.8/10). Data masking software hides or changes sensitive information in data; the right choice depends on the masking methods and deployment options you need. Compare free plans and paid pricing, then check support for synthetic data, referential integrity, data subsetting, APIs and database connectors. If you need to use a tool from an Android phone or tablet, check whether it has an Android app; the platform details here…

26 appsSorted 15 Nov 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

Permanently replaces SQL database values for testing, development, training, analytics, and support.

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

Creates domain-specific data for databases, APIs, files, PDFs, documents, and emails.

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

    Data platform for analysis and generating structured, text, and geolocation data.

    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

    Windows app for masking CSVs and local HTML, with token consistency and vault-based restoration.

    Free planWindows
    6.3Free plan
  5. 8

    DataSunrise

    Protects sensitive information with masking, monitoring, audits, discovery, and database firewalls.

    WebLinuxSelf-hostedWindows
    6.1
  6. 9

    Greenmask

    PostgreSQL tool for logical dumps, data anonymization, restoration, and smaller database subsets.

    Free planLinuxmacOSSelf-hosted
    6.0Free plan
  7. 10

    Jailer

    Creates small, referentially intact database slices and exports SQL, JSON, YAML, XML, or DbUnit.

    Free planAPILinuxmacOSWindows
    6.0Free plan
  8. 11

    PostgreSQL Anonymizer

    PostgreSQL extension for masking sensitive data with declarative rules and many masking methods.

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

    DATPROF

    Test data platform for masking, synthetic generation, subsetting, delivery, and virtualization.

    WebAPILinuxSelf-hosted
    5.9
  10. 13

    Libelle DataMasking

    Anonymizes non-production data with realistic replacements while preserving referential integrity.

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

    SDSA

    Self-hosted web app sanitizes tabular files with PII detection, transformations, and privacy reports.

    WebAPILinuxSelf-hosted
    5.7
  13. 16Syntho logo

    Syntho

    Test data platform with synthetic masking, mock data, and formula- or pattern-based generation.

    WebAPILinuxSelf-hosted
    5.7
  14. 17

    Open Diffix

    Open-source tools generate anonymous synthetic data for descriptive analytics and machine learning.

    APILinuxmacOSSelf-hosted
    5.6
  15. 18

    GenRocket

    Builds synthetic data using custom structures, rules, and scenarios, with over 110 formats.

    WebAPISelf-hosted
    5.5
  16. 19

    Oracle Data Safe

    Oracle

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

    BigID Data Masking

    Discovers and classifies enterprise data, then applies dynamic masking and redaction.

    WebAPISelf-hosted
    5.4
  18. 21
    5.4
  19. 22

    K2view Data Masking

    Masks structured and unstructured data while preserving entity relationships and referential integrity.

    WebAPISelf-hosted
    5.4
  20. 23

    IBM Optim Data Privacy

    WebAPILinuxSelf-hosted
    5.3
  21. 24
    5.0
  22. 25

    IRI FieldShield

    LinuxWindows
    4.9

Choosing well

Which masking methods do I need?

Start by listing the sensitive fields and the kind of protection your workflow requires, then compare the masking methods each tool documents.

Check whether the tool also supports synthetic data if generated data is part of your plan.

Where does the software need to run?

Choose a deployment that fits your environment, such as self-hosted, Linux, Windows, macOS or web access, and verify support for your setup.

If you plan to manage masking through an API, check API access and the database connectors you need. Android support is not established by the platform details here.

Will it preserve relationships and let me subset data?

Check for referential integrity if linked records need to remain consistent after masking, and data subsetting if you need to work with a reduced dataset.

Compare the documented behavior against your database and workflow before choosing.

How should I compare plans and pricing?

Check whether a free plan covers the work you need, and compare paid pricing or trial terms before committing.

For example, DataVeil lists a free plan and paid pricing from $5,690 per year. IRI DarkShield lists a 30-day trial and pricing from $5,490; its listing says it has no free plan.

Questions people ask

Can I use data masking software on Android?

The platform details here do not establish Android support. Check the product's platform information for an Android app if you need access from a phone or tablet.

What features should I compare in data masking software?

Compare masking methods, synthetic data, referential integrity, deployment options, data subsetting, API access and database connectors.

How do I choose between self-hosted and web data masking tools?

Compare deployment options with your environment and workflow. Check the product's platform details and required database connectors.

Does open-source data masking software exist?

The list includes ARX Data Anonymization Tool and Open Diffix, both labeled open source.

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