• HOME
  • CATEGORIES

    • CATEGORIES

    • Application Development

      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • View All
    • Artificial Intelligence

      • AI Code Assistants (Transitioning to AI Coding Agents)
      • Generative AI Knowledge Management Apps/General Productivity
      • AI Application Development Platforms
      • Artificial Intelligence Applications in IT Service Management (Transitioning to AI Applications in IT Service Management)
      • Conversational AI Platforms
      • View All
    • Cloud Computing

      • Backup and Data Protection Platforms
      • Cloud Database Management Systems
      • Strategic Cloud Platform Services
      • Server Virtualization (Transitioning to Server Virtualization Platforms)
      • Hybrid Cloud Storage
      • View All
    • Customer Relationship Management

      • Contact Center as a Service
      • CRM Customer Engagement Center
      • Digital Experience Platforms
      • Web Content Management
      • Field Service Management
      • View All
    • Data and Analytics

      • Analytics and Business Intelligence Platforms
      • Data Science and Machine Learning Platforms (Transitioning to AI Platforms For Data Science and Machine Learning)
      • Data Integration Tools
      • Process Mining Platforms (Transitioning to Process Intelligence Platforms)
      • Augmented Data Quality Solutions
      • View All
    • Education

      • Manager and Leadership Training
      • Corporate Learning Technologies
      • eLearning Authoring Tools
      • Higher Education Student Information System Software as a Service (Transitioning to Higher Education SaaS Student Information Systems)
      • Digital Learning Content Providers
      • View All
    • Enterprise Networking and Communications

      • Unified Communications as a Service
      • Global WAN Services
      • Intranet Packaged Solutions
      • SD-WAN
      • Edge Distribution Platforms
      • View All
    • Finance

      • Expense Management Software
      • Financial Close and Consolidation Solutions
      • Financial Planning Software
      • Cloud Financial Management Tools
      • Accounts Payable Applications
      • View All
    • Healthcare and Life Sciences

      • Medical Device Security Solutions (Transitioning to Medical Device Risk Management Platforms)
      • Health Navigation Solutions
      • Claim Editor Software
      • Revenue Cycle Management Software (Transitioning to Revenue Cycle Management Solutions)
      • Digital Health Platforms (Transitioning to Healthcare Provider Industry Cloud Platforms)
      • View All
    • Human Resources

      • Employee Recognition and Reward Systems
      • Workforce Management Applications (Transitioning to Workforce Management (WFM) Technology)
      • Digital Employee Experience Management Tools
      • Talent Acquisition (Recruiting) Suites
      • Cloud HCM Suites for Regional and/or Sub-1,000 Employee Enterprises
      • View All
    • IT Infrastructure and IoT

      • Enterprise Wired and Wireless LAN Infrastructure (Transitioning to Enterprise Wired and Wireless LAN)
      • Endpoint Management Tools
      • IT Service Management Platforms
      • Container Management
      • Infrastructure Monitoring Tools
      • View All
    • IT Security

      • Endpoint Protection Platforms
      • Email Security
      • Managed Detection and Response
      • Security Information and Event Management
      • Security Awareness Computer-Based Training
      • View All
    • Legal

      • Contract Life Cycle Management
      • Electronic Signature
      • Governance, Risk and Compliance Tools, Assurance Leaders
      • Compliance Monitoring Solutions
      • Corporate Governance Services
      • View All
    • Manufacturing

      • Enterprise Asset Management Software
      • Manufacturing Execution Systems
      • Global Industrial IoT Platforms
      • PLM Software in Discrete Manufacturing Industries
      • Computer-Aided Design (CAD) Software
      • View All
    • Marketing

      • Video Editing Software
      • Email Marketing
      • Multichannel Marketing Hubs
      • Customer Data Platforms
      • Event Marketing and Management Platforms
      • View All
    • Productivity and Collaboration

      • Document Management
      • Collaborative Work Management
      • Visual Collaboration Applications
      • Knowledge Management (KM) Software
      • Meeting Solutions
      • View All
    • Public Sector and Government

      • Government Budgeting and Planning Solution
      • Government ERP Solutions
      • Cloud-Based ERP for U.S. Local Government
      • Citizen Service Delivery
      • Government Contracting Software
      • View All
    • Retail

      • Digital Commerce
      • Digital Commerce Payment Vendors (Transitioning to Digital Commerce Payment Platforms)
      • Retail Assortment Management Applications: Long Life Cycle Products
      • Retail Workforce Management Applications (Transitioning to Retail Workforce Management Technology)
      • Digital Shelf Analytics
      • View All
    • Sales

      • Revenue Enablement Platforms
      • Sales Force Automation Platforms (Transitioning to CRM Sales Platforms)
      • Revenue Intelligence (Transitioning to Revenue Action Orchestration)
      • Configure, Price and Quote Applications
      • Search and Product Discovery
      • View All
    • Supply Chain Management

      • Supply Chain Planning Solutions
      • Transportation Management Systems
      • Real-Time Transportation Visibility Platforms
      • Warehouse Management Systems
      • Supply Chain Strategy, Planning and Operations Consulting
      • View All
    • Utilities

      • Geospatial Information Systems for Energy and Utilities
      • Mobile Workforce Management Software for Utilities (Transitioning to Mobile Workforce Management Solutions for Power and Utilities)
      • Energy Management and Optimization Systems
      • Energy Trading and Risk Management
      • Advanced Distribution Management Systems
      • View All
    • Browse All Categories
  • FOR VENDORS

    • FOR VENDORS

    • Log In to Vendor Portal
    • Get Started
  • REVIEWS

    • REVIEWS

    • Write a Review
    • Product Reviews
    • Vendor Directory
    • Product Comparisons
  • GARTNER PEER COMMUNITY™
  • GARTNER.COM
  • Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQPrivacyTerms of Service
    ©2026 Gartner, Inc. and/or its affiliates.
    All rights reserved.
  • Categories

      • Application Development
      • Artificial Intelligence
      • Cloud Computing
      • Customer Relationship Management
      • Data and Analytics
      • Education
      • Enterprise Networking and Communications
      • Finance
      • Healthcare and Life Sciences
      • Human Resources
      • IT Infrastructure and IoT
      • IT Security
      • Legal
      • Manufacturing
      • Marketing
      • Productivity and Collaboration
      • Public Sector and Government
      • Retail
      • Sales
      • Supply Chain Management
      • Utilities
      Browse All Categories

      Application Development

      69 markets
      • Observability Platforms
      • Integrated Development Environment (IDE) Software
      • Enterprise Agile Planning Tools
      • Integration Platform as a Service
      • AI-Augmented Software Testing Tools
      • API Management
      • Enterprise Low-Code Application Platforms
      • Robotic Process Automation
      • DevOps Platforms (Transitioning to DevSecOps Platforms)
      • Business Process Automation Tools
      • Enterprise Architecture Tools
      • Business Orchestration and Automation Technologies
      • Custom Software Development Services
      • Code Review Tools
      • Digital Adoption Platforms
      • Domain Registrars
      • Game Engine Software
      • Website Builders
      • Public Cloud IT Transformation Services (Transitioning to Public Cloud Optimization and Transformation Services)
      • Developer Productivity Insight Platforms
      • AI Agents for Application Developers
      • Application Platforms (Transitioning to Cloud-Native Application Protection Platforms)
      • Feature Management
      • Application Crowdtesting Services
      • Test Data Management
      • API Generation Software
      • Prototyping Software
      • Mobile App Analytics
      • Virtual Reality Development Software
      • AI-Augmented Code Modernization Tools
      • Application Testing Services, Worldwide (Transitioning to Quality Engineering Services)
      • Green Software Engineering
      • Event Brokers
      • Application Integration Platforms
      • Digital Twin of an Organization Platforms
      • Independent Third-Party Software Support of Megavendors
      • Microsoft 365 Implementation and Support Services
      • Application Development Life Cycle Management (Transitioning to DevOps Platforms)
      • BPM-Platform-Based Case Management Frameworks
      • Microsoft Product Support Services
      • Product Roadmapping Tools for Software Engineering
      • Multiexperience Development Platforms
      • AI Agent Development Platforms for Software Engineering
      • Application Portfolio Management Tools
      • Application Composition Platform
      • Internal Developer Portals
      • Cloud Development Environments
      • Mobile Development Frameworks (Transitioning to Web and Mobile Development Frameworks)
      • Load Testing Tools
      • Blockchain Consulting and Proof-of-Concept Development Services
      • B2B Gateway Software
      • Citizen Application Development Platforms
      • Mobile Application Testing Services
      • SAP S/4HANA Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • Oracle Cloud Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • SAP Application Services, Worldwide
      • SAP SuccessFactors Service Providers (Transitioning to Cloud ERP Services)
      • Service Mesh
      • Value Stream Management Platforms
      • Business-Outcome-Driven Enterprise Architecture Consulting (Retired)
      • Oracle Application Services, Worldwide (Transitioning to Cloud ERP Services)
      • Rapid Mobile App Development Tools
      • SAP Selective Test Data Management Tools
      • API and MCP Testing Tools
      • Augmented Reality Development Software
      • Blockchain as a Service
      • Mobile Application Management (Transitioning to Endpoint Management Tools)
      • Mobile Back-End Services
      • R&D Outsourcing Providers
      View More
  • For Vendors

    • Log In to Vendor Portal 

    • Get Started 

  • Write a Review

Join / Sign In
All Categories
/
Data Masking (Transitioning to Data Masking and Synthetic Data)

Data Masking Reviews and Ratings

What are Data Masking ?

Data masking is based on the premise that sensitive data can be transformed into less sensitive but still useful data. This is necessary to satisfy application testing use cases that require representative and coherent data, as well as analytics that involve the use of aggregate data for scoring, model building and statistical reporting. The market for data protection, DM included, continues to evolve with technologies designed to redact, anonymize, pseudonymize, or in some way deidentify data in order to protect it against confidentiality or privacy risk.

How Categories and Markets Are Defined
Highest Rated By Your Peers
For Willingness to Recommend
Logo of Data Secure
Data Secure
Logo of SecuPi Platform
SecuPi Platform
Logo of K2view Data Product Platform
K2view Data Product Platform
For 50M-1B USD Companies
Logo of Mage Platform
Mage Platform
Logo of Test Data Manager
Test Data Manager
Logo of Voltage SecureData Enterprise
Voltage SecureData Enterprise
For Asia/Pacific
Logo of SecuPi Platform
SecuPi Platform
Logo of Azure SQL Database
Azure SQL Database
Logo of Perforce Delphix
Perforce Delphix
Integration & Deployment
Logo of Eclipse Risk
Eclipse Risk
Logo of Solix Common Data Platform (CDP)
Solix Common Data Platform (CDP)
Logo of SecuPi Platform
SecuPi Platform

Product Listings

Filter by

Products 1 - 20 of 61
Sort by
Logo of SQL Server

SQL Server

By Microsoft

4.4
(229 Ratings)

SQL Server is a relational database management software developed to support data storage, retrieval, and management for organizations of varying sizes. The software enables users to securely store and access structured data, run queries, create reports, and perform analytics. It supports transaction processing, business intelligence, and analytics applications. The software includes tools for database administration, backup and recovery, security management, and automated maintenance. It offers integration with other applications and supports scalability to accommodate growing data needs. SQL Server aims to address challenges related to managing large volumes of data, ensuring data integrity, and enabling businesses to analyze information for operational and strategic decision-making.

Show More Details
Logo of Mage Platform

Mage Platform

By Mage Data

4.4
(109 Ratings)

Mage Platform is a software designed for building, training, and deploying machine learning models. It provides automated workflows for data preprocessing, feature engineering, and model selection, aiming to streamline the machine learning pipeline for data scientists and engineers. The software supports integration with various data sources and tools, enabling users to manage experiments, monitor model performance, and handle model deployment in production environments. Mage Platform addresses the challenge of operationalizing machine learning projects by offering a collaborative environment and reducing the complexity of managing resources throughout the model lifecycle.

Show More Details
Logo of Azure SQL Database

Azure SQL Database

By Microsoft

4.4
(105 Ratings)

Azure SQL Database is a cloud-based relational database software designed to support transactional processing and analytics. It provides features such as automated backups, scalability, high availability, security controls, and built-in intelligence for performance tuning and threat detection. The software enables management of structured data with support for Transact-SQL programming and integration with other Azure services. It addresses business needs around data storage, high availability, disaster recovery, and operational efficiency by offering elastic scalability and maintenance automation, thereby allowing organizations to manage and analyze data applications in a cloud environment.

Show More Details
Logo of Oracle Enterprise Manager

Oracle Enterprise Manager

By Oracle

4.4
(99 Ratings)

Oracle Enterprise Manager is a software designed to provide comprehensive management of databases, applications, and cloud environments. It offers monitoring, automation, and administrative capabilities that enable organizations to configure, test, deploy, and maintain their IT infrastructures. The software facilitates performance management, lifecycle automation, and compliance tracking across heterogeneous environments. It integrates with various Oracle products to streamline application deployment, optimize resource utilization, and support proactive issue resolution. Oracle Enterprise Manager helps businesses address the challenges of maintaining system availability, optimizing performance, and reducing operational complexity within enterprise IT ecosystems.

Show More Details
Logo of Informatica Cloud Data Masking

Informatica Cloud Data Masking

By Salesforce (Informatica)

4.4
(91 Ratings)

Informatica Cloud Data Masking is a software application designed to protect sensitive information by replacing original data with fictitious but realistic data within cloud environments. The software enables organizations to meet compliance requirements and reduce risks associated with unauthorized data access by providing masking and obfuscation capabilities for personally identifiable information, financial data, and other confidential records. It facilitates secure data sharing and testing across development, quality assurance, and analytics environments without exposing real data. This software automates the process of masking both structured and unstructured data and provides policy-driven masking techniques to address regulatory and data privacy needs.

Show More Details
Logo of Perforce Delphix

Perforce Delphix

By Perforce

4.6
(67 Ratings)

Perforce Delphix is a software designed to provide data virtualization and management capabilities for enterprises. The software enables organizations to deliver secure and compliant copies of production data to development, test, and analytics environments. It streamlines the process of data provisioning, automates data delivery, and reduces storage requirements by creating virtual copies of databases. Perforce Delphix also offers features for data masking to help protect sensitive information and capabilities for data refresh and rewind, supporting agile development practices and faster application releases. The software addresses challenges related to slow data provisioning, data security, and compliance in complex IT environments.

Show More Details
Logo of Voltage SecureData Enterprise

Voltage SecureData Enterprise

By OpenText

4.3
(66 Ratings)

The Voltage SecureData Enterprise platform protects any data over its entire lifecycle and helps customers solve complex data privacy challenges. Our leading format-preserving enterprise data protection techniques include encryption, tokenization, hashing, and masking to address privacy compliance, payments standards and regulations, and data security.

Show More Details
Logo of Test Data Manager

Test Data Manager

By Broadcom

4.6
(53 Ratings)

Test Data Manager is a software designed to assist organizations in managing test data for quality assurance and software development processes. The software provides features for creating, masking, and provisioning test data, enabling teams to generate compliant and relevant data sets. It helps streamline testing workflows by automating data creation and ensuring sensitive information is protected through data masking. Test Data Manager addresses business challenges related to test data availability, compliance with data privacy regulations, and the efficiency of test cycles. The software supports integration with various testing frameworks and environments to facilitate end-to-end testing and improve overall application reliability.

Show More Details
Logo of Imperva Data Masking (Legacy)

Imperva Data Masking (Legacy)

By Thales Group (Imperva)

4.5
(44 Ratings)

Imperva Data Masking (Legacy) is a software designed to protect sensitive data by transforming it into a masked form that preserves usability while preventing unauthorized access. The software enables organizations to secure personal and confidential information in databases and applications by automatically replacing sensitive values with fictional but realistic data. It supports masking of structured data to reduce the likelihood of data exposure during software development, testing, and analytics processes. The software addresses business needs associated with compliance to data privacy regulations, minimizing risk of data breaches, and safeguarding data handled by internal and third party personnel.

Show More Details
Logo of InfoSphere Optim Data Privacy

InfoSphere Optim Data Privacy

By IBM

4.1
(37 Ratings)

InfoSphere Optim Data Privacy is a software that enables organizations to protect sensitive information across databases, applications, and test environments. The software provides capabilities for data masking, encryption, and pseudonymization to help comply with data protection regulations and minimize exposure of confidential data during development, testing, training, and business analysis. InfoSphere Optim Data Privacy automates the identification and classification of sensitive data and supports cross-platform integration. The software aids businesses in managing risks associated with unauthorized access to personal or business-critical information by ensuring that only relevant and permitted data is available to users in non-production settings, thereby safeguarding privacy while maintaining operational efficiency.

Show More Details
Logo of Test Data Management (Legacy)

Test Data Management (Legacy)

By BMC

4.3
(37 Ratings)

Test Data Management (Legacy) software enables organizations to create, manage, and control test data for application development and testing processes. The software offers capabilities for provisioning, masking, and subsetting test data to ensure that development and quality assurance environments operate with relevant, reliable, and compliant data sets. It addresses business challenges related to data privacy, regulatory compliance, and testing accuracy by supporting the generation and manipulation of non-production data that mimics production environments. The software helps streamline testing cycles and reduce risks of data exposure by securing sensitive information and allowing teams to validate software functionality using realistic test data.

Show More Details
Logo of Data Secure

Data Secure

By EPI-USE Labs

4.5
(35 Ratings)

Data Secure is a software developed by EPI-USE Labs designed to manage data privacy and protection within SAP environments. The software offers features that assist organizations in identifying, redacting, and masking sensitive data to comply with data privacy regulations and internal governance requirements. Data Secure facilitates secure handling of personal information during testing, development, or data migration by enabling systematic anonymization and transformation of data sets. The software streamlines processes for data management and supports regulatory adherence, helping organizations address risks related to unauthorized data access and maintain audit readiness. Data Secure assists businesses in safeguarding confidential data, ensuring it can be used safely for various operational needs without exposing sensitive information.

Show More Details
Logo of TAMUNIO

TAMUNIO

By comforte

4.3
(34 Ratings)

You Need an End-to-End Solution

Power through regulatory roadblocks with measurably reduced risk

Protect sensitive data at its earliest point of entry into your systems Reduce the need to expose the data over the entire data lifecycle

Implementing data-centric security requires a platform that not only offers protection methods fitting your specific use cases, but that also allows you to identify and classify data-sets and perform data analytics across all of them. A data-centric solution must enable you to integrate into your enterprise applications and existing cyber security infrastructure.

Comforte data security platform comprises three integrated services to enable a comprehensive end-to-end data security strategy: SecurDPS Discovery & Classification, SecurDPS Enterprise for data protection integration and monitoring, and SecurDPS Connect.

Show More Details
Logo of SecuPi Platform

SecuPi Platform

By SecuPi

4.7
(33 Ratings)

SecuPi Platform is a software designed to provide data protection, privacy compliance, and access control for organizations managing sensitive information. It enables monitoring and controlling user activity across business applications and databases, allowing for real-time detection and masking of sensitive data. The software offers tools for policy enforcement, audit logging, and supports compliance requirements such as GDPR and CCPA. SecuPi Platform operates without requiring changes to existing applications and systems, aiming to reduce risk by restricting unauthorized access and tracking data usage. Businesses use this software to address regulatory obligations and safeguard confidential data within enterprise environments.

Show More Details
Logo of Protegrity Data Security Platform

Protegrity Data Security Platform

By Protegrity

4.3
(28 Ratings)

Protegrity Data Security Platform is a software designed to enable organizations to protect sensitive data across cloud, hybrid, and on-premises environments. The software provides data discovery, classification, tokenization, encryption, and access controls to help businesses manage and safeguard data in compliance with regulatory requirements. Its architecture supports integration with various databases, applications, and analytics tools, allowing for protection at rest, in transit, and during processing. The software addresses the business problem of data privacy and risk management by facilitating control over who can access information and by providing methods to reduce exposure in case of a breach. Additionally, it enables enterprises to securely use data for analytics and operational purposes while maintaining data confidentiality.

Show More Details
Logo of K2view Data Product Platform

K2view Data Product Platform

By K2view

4.5
(27 Ratings)

K2view Data Product Platform gets enterprise data AI ready: protected, complete, and accessible in a split second. It packages data as reusable products for use cases like Test Data Management, Data Masking, Synthetic Data Generation, and Generative AI. The platform connects to any data source and provisions data to any environment, automatically discovering, unifying, transforming, and masking sensitive information while preserving referential integrity across systems. Built for enterprises on patented Micro-Database technology, it organizes data by business entity, for example customer, order, and product, to ensure real time synchronization, in flight cleansing, and secure delivery. AI assisted copilots let users perform complex data operations through natural language chatbots. Using AI and machine learning, K2view creates compliant synthetic data for testing and model training, helping enterprises accelerate agility, improve data quality, and ensure regulatory compliance.

Show More Details
Logo of Eclipse Risk

Eclipse Risk

By IQVIA (Privacy Analytics)

4.5
(22 Ratings)

Eclipse Risk is a software designed to support risk-based monitoring and management in clinical research. The software offers capabilities for identifying, assessing, and mitigating risks across clinical trial operations, enabling organizations to track and analyze risk indicators throughout the study lifecycle. Eclipse Risk provides workflow tools for documentation and collaboration between study teams, along with reporting and visualization features that facilitate decision-making. The software aims to address challenges associated with manual risk tracking, helping organizations reduce inefficiencies and maintain compliance with regulatory requirements by supporting a structured and data-driven approach to risk management in clinical trials.

Show More Details
Logo of Oracle -Data Masking and Subsetting

Oracle -Data Masking and Subsetting

By Oracle

4.2
(20 Ratings)

Oracle Data Masking and Subsetting is a software that helps organizations protect sensitive data and manage data securely by providing automated data masking and subsetting capabilities. The software masks confidential information within databases to prevent unauthorized access, ensuring compliance with privacy regulations. It also enables users to create smaller, targeted data sets for development, testing, or analytics, reducing storage requirements and minimizing risk when using production data outside secure environments. The software supports a range of database platforms and integrates with existing data management workflows to facilitate secure data use across application life cycles.

Show More Details
Logo of Solix Common Data Platform (CDP)

Solix Common Data Platform (CDP)

By Solix Technologies

4.5
(18 Ratings)

Solix Common Data Platform (CDP) is an enterprise software designed to manage, store, and analyze structured and unstructured data across various sources. The software provides features such as data archiving, privacy management, and analytics to support governance, compliance, and business intelligence initiatives. It enables organizations to consolidate data silos, simplify data lifecycle management, and ensure accessible data for business operations and reporting. Solix Common Data Platform supports regulatory compliance by providing tools for retention, security, and oversight of sensitive information. The software addresses challenges related to optimizing storage costs, streamlining access, and enabling data-driven decision making across business units.

Show More Details
Logo of Immuta Data Security Platform

Immuta Data Security Platform

By Immuta

4.3
(12 Ratings)

The Immuta Data Security Platform unifies and optimizes how you govern and control your most critical data. Automatically connect and classify sensitive data. Control who has access with a single source of policy. Comply with regulations through real-time monitoring and reporting. Unifying data access control across cloud platforms, Immuta offers granular data security at enterprise scale, and simplifies ops to make it possible.

Show More Details

Gartner Research

Market Guide for Data Masking (Transitioning to Data Masking and Synthetic Data)
Gartner Peer Insights 'Voice of the Customer': Data Masking (Transitioning to Data Masking and Synthetic Data)

Popular Product Comparisons

Informatica Cloud Data Masking vs Mage PlatformMage Platform vs SecuPi Platform

Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

This site is protected by hCaptcha and its Privacy Policy and Terms of Use apply.


Software reviews and ratings for EMMS, BI, CRM, MDM, analytics, security and other platforms - Peer Insights by Gartner
Community GuidelinesListing GuidelinesBrowse VendorsRules of EngagementFAQsPrivacyTerms of Use

©2026 Gartner, Inc. and/or its affiliates.

All rights reserved.