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Test Data Management Tools

Compare the Top Test Data Management Tools of 2021

Test Data Management Tools Guide

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 the best Test Data Management tools currently available using the table below.

  • 1
    Qualibrate

    Qualibrate

    Qualibrate

    Qualibrate is the cloud solution for SAP & web apps test automation, like Salesforce: it has the power of simplicity, customization, and integration with the most CI/CD tools. Test cases are highly reusable and easily maintainable. Undertaking a software transformation journey is a high risk. We offer a simple yet powerful solution to minimize the risk and reduce the implementation resources up to 80%. All you need to do is to record a Business Process: user actions, test data, and technical information will be captured. The recording will be your unique source of truth for running Automated tests and Manual tests, but also for Learning. Check out the website to see how Qualibrate is reinventing test automation for SAP and web apps.
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  • 2
    IRI FieldShield
    Classify PII centrally, find it globally, and mask it automatically. Preserve realism and referential integrity using encryption, pseudonymization, redaction, and other rules for production and test environments. Delete, deliver, or anonymize data subject to CIPSEA, DPA, FERPA, GDPR, GLBA, HIPAA, PCI, POPI, 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. IRI FieldShield® is powerful and affordable data discovery and masking software for PII in structured and semi-structured sources, big and small. FieldShield utilities in Eclipse are used for profiling and de-identifying data at rest (static data masking), and the FieldShield SDK is used for securing data in motion (dynamic data masking).
    Starting Price: Varies by component/scope
  • 3
    ERBuilder

    ERBuilder

    Softbuilder

    ERBuilder Data Modeler is a GUI data modeling tool that allows developers to visualize, design, and model databases by using entity relationship diagrams and automatically generates the most popular SQL databases. Generate and share the data Model documentation with your team. Optimize your data model by using advanced features such as test data generation, schema compare, and schema synchronization.
    Starting Price: $49
  • 4
    IRI Data Manager

    IRI Data Manager

    IRI, The CoSort Company

    The IRI Data Manager suite bundles the tools you need for faster data manipulation and movement: 1) CoSort makes light work of big data processing "heavy lifts" in DW ETL, BI/analytics, DB loads, sort/merge offload, etc. 2) FACT dumps very large database (VLDB) tables in parallel to flat files for ETL, DB migration, reorg, and archive. 3) NextForm performs and speeds file and table conversion, remapping, DB replication, data re-formatting, and federation. 4) RowGen subsets DBs or synthesizes structurally and referentially correct test data in tables, files, and reports. These IRI products address data integration and staging (ETL/ELT), big data packaging and provisioning, BI reporting and data wrangling (preparation) and DevOps. Use them alone or in the IRI Voracity platform to: improve data quality; speed sorting and data transformation; migrate and replicate data; replace legacy sorts; and, synthesize (plus virtualize) smart RDB and file test data.
  • 5
    TestBench

    TestBench

    Original Software

    Testing and test data management for IBM i, IBM iSeries, AS/400. Complex IBM i applications must be checked from top to bottom, right into the data, wherever it is. TestBench IBM i is a comprehensive, proven test data management, verification and unit testing solution that integrates with other solutions for total application quality. Stop copying the entire live database and hone in on the data you really need. Select or sample data with full referential integrity preserved. Simply decide which fields need to be protected and use a variety of obfuscation methods to protect your data. Track every insert, update and delete including intervening data states. Create rules so that data failures are flagged to you automatically. Avoid the painful save/restores and stop attempting to explain bad test results based on poor initial data. Comparing outputs is a well proven method to verify your test results but it can be laborious and prone to error. This unique solution can save hours.
    Starting Price: $1,200 per user per year
  • 6
    Redgate SQL Data Generator

    Redgate SQL Data Generator

    Redgate Software

    It can instantly provide generators based on table and column names, field length, data types, and other existing constraints. They can be customized to meet your requirements. Create large volumes of data within a couple of clicks in SQL Server Management Studio. Column-intelligent data generation – generate data in one column based on the data in another. Greater flexibility and manual control for creating foreign key data. Shareable custom generators – save regexp and SQL statement generators to share with your team. Write your own custom generators in Python, so you can create any extra data you need. Seeded random data generation allows you to generate the same collection of data every time. Foreign key support for generating consistent data across multiple tables.
    Starting Price: $405 per user per year
  • 7
    Upscene

    Upscene

    Upscene Productions

    Database design · database implementation · stored routine debuggers · test data generators · database auditing · data change logging · performance monitoring · data transfers · import and export of data · DBA tasks · reporting · performance testing · database release management. A fully featured test data generator tool: generates real-life-like data into your database or data files. The only comprehensive and up-to-date Firebird server monitoring tool available at the market. Database Workbench offers a single development environment for developing with multiple database engines. With database engine specific functionality, powerful tools and a consistent, clear and intuitive user interface, Database Workbench will increase your productivity from the moment you start using it.
    Starting Price: €149 per database workbench
  • 8
    Mockaroo

    Mockaroo

    Mockaroo

    It's hard to put together a meaningful UI prototype without making real requests to an API. By making real requests, you'll uncover problems with application flow, timing, and API design early, improving the quality of both the user experience and API. With Mockaroo, you can design your own mock APIs, You control the URLs, responses, and error conditions. Paralellize UI and API development and start delivering better applications faster today! There are plenty of great data mocking libraries available for almost every language and platform. But not everyone is a programmer or has time to learn a new framework. Mockaroo allows you to quickly and easily to download large amounts of randomly generated test data based on your own specs which you can then load directly into your test environment using SQL or CSV formats.
    Starting Price: $50 per year
  • 9
    DATPROF

    DATPROF

    DATPROF

    Hi there! We are Datprof. We build test data management tools for masking data and easy test data provisioning. These tools are used by teams to simplify getting the right test data in the right place at the right time. What’s your challenge? My test data is… datprof Not compliant It contains personally identifiable information so it doesn’t comply with privacy regulations like PCI, HIPAA and GDPR. Time consuming Provisioning and refreshing test data takes too much time because of its size and the complexity of the process. Too expensive Creating and maintaining multiple test data environments for multiple teams causes high storage and infrastructure costs. test-data-automation Test Data Automation One of the most important reasons why test data automation should be on your backlog is that once you’ve implemented it you will optimise your release delivery cycles tremendously.
  • 10
    TCS MasterCraft DataPlus

    TCS MasterCraft DataPlus

    Tata Consultancy Services

    The users of data management software are primarily from enterprise business teams. This requires the data management software to be highly user-friendly, automated and intelligent. Additionally, data management activities must adhere to various industry-specific and data protection related regulatory requirements. Further, data must be adequate, accurate, consistent, of high quality and securely accessible so that business teams can make informed and data-driven strategic business decisons. Enables an integrated approach for data privacy, data quality management, test data management, data analytics and data modeling. Efficiently addresses growing volumes of data efficiently, through service engine-based architecture. Handles niche data processing requirements, beyond out of box functionality, through a user-defined function framework and python adapter. Provides a lean layer of governance surrounding data privacy and data quality management.
  • 11
    EMS Data Generator for MySQL

    EMS Data Generator for MySQL

    EMS Software Development

    EMS Data Generator for MySQL is an impressive tool for generating test data to MySQL database tables with the possibility to save and edit scripts. The utility can help you to simulate the database production environment and allows you to populate several MySQL database tables with test data simultaneously, define tables and fields for generating data, set value ranges, generate MySQL char fields by mask, define lists of values manually or select them from SQL queries, set generation parameters for each field type and has many other features to generate MySQL test data in a simple and direct way. Data Generator for MySQL also provides a console application, which allows you to generate MySQL test data in one-touch by using generation templates.
    Starting Price: $60 per year
  • 12
    Informatica Test Data Management
    We help you discover, create, and subset test data; visualize test data coverage; and protect data so you can focus on development. Automate provisioning of masked, subsetted, and synthetically generated data to meet development and testing needs. Identify sensitive data locations quickly with consistent masking in and across databases. Store, augment, share, and reuse test datasets to improve testers’ efficiency. Provision smaller data sets to minimize infrastructure requirements and speed performance. Use our comprehensive set of masking techniques to consistently protect data across applications. Support packaged applications to ensure solution integrity and speed deployments. Engage risk, compliance, and audit teams to align with data governance initiatives. Improve test efficiency with reliable, trusted production data sets; reduce server and storage footprints with data set sizes targeted for each team.
  • 13
    Delphix

    Delphix

    Delphix

    Delphix is the industry leader in DataOps and provides an intelligent data platform that accelerates digital transformation for leading companies around the world. The Delphix DataOps Platform supports a broad spectrum of systems—from mainframes to Oracle databases, ERP applications, and Kubernetes containers. Delphix supports a comprehensive range of data operations to enable modern CI/CD workflows and automates data compliance for privacy regulations, including GDPR, CCPA, and the New York Privacy Act. In addition, Delphix helps companies sync data from private to public clouds, accelerating cloud migrations, customer experience transformation, and the adoption of disruptive AI technologies.
  • 14
    Test Data Manager
    Find, build, manage, and deliver test data to everyone on your team. Test Data Manager helps you address data privacy and compliance Issues as they relate compliance regulations and your corporate mandates. The TDM Discovery and Profiling feature provides the ability to identify personally identifiable information (PII) across multiple data sources. A heat map displays PII data and classifies it according to severity levels. Test data engineers and compliance officers can review and tag the Data for further mitigation. Comprehensive reports can be generated in PDF format to demonstrate compliance to anyone interested. Test Data Manager helps you address data privacy and compliance Issues as they relate compliance regulations and your corporate mandates. The TDM Discovery and Profiling feature provides the ability to identify personally identifiable information (PII) across multiple data sources. A heat map displays PII data and classifies it according to severity levels.
  • 15
    BMC Test Data Management
    BMC Compuware offers a comprehensive Test Data Management solution which includes an end-to-end combination of the technology, expertise, and best practices needed to support a data protection and optimization initiative across the enterprise. By implementing a TDM solution, an organization can reduce its risk of exposure, increase productivity, and reduce the overall test data footprint, all while lowering the cost of managing data. BMC Compuware Test Data Management Best Practice is one of the key components of the solution. It provides the guiding principles to build or enhance the process of preparing secure data environments to support the IT functions related to the usage and delivery of data in production-like conditions such as testing, training, etc. It allows for right-sized, desensitized, on-demand data. The solution allows for the diverse technical, organizational and political challenges associated with the protection of proprietary information.
  • 16
    IBM InfoSphere Optim
    By managing data properly over its lifetime, organizations are better equipped to support business goals with less risk. Archive data from decommissioned applications and historical transaction records, while providing ongoing access to the data for query and reporting that is compliant with retention regulations. Scale data across applications, databases, operating systems and hardware platforms to help secure your test environments, accelerate release cycles and reduce costs. Lack of data archiving can impair the performance of mission-critical enterprise systems. Solve data growth problems at the source, improve efficiency and minimize the risks associated with managing structured data throughout its lifetime. Protect unstructured data in testing, development and analytics environments across the enterprise.
  • 17
    CA Service Virtualization
    Service Virtualization lets you capture and simulate the behavior of constrained or unavailable systems for faster parallel testing, higher application quality and reliability. What if that API, micro-service, mainframe or 3rd party systems are not available to test against? Service virtualization provides DevOps and testing teams across the application development and delivery ecosystem with a chain of API test capabilities that are automated and easy to maintain—saving time and effort. Our solution has the ability to virtualize APIs and drive API tests at any layer, even for unavailable or isolated systems. Service Virtualization eliminates constraints by creating simulations of needed systems and making them available throughout the software development lifecycle. Developers, testers, and performance teams work in parallel. The result is faster delivery, lower costs, and higher quality of innovative new software applications.
  • 18
    Micro Focus Data Express

    Micro Focus Data Express

    Micro Focus Software

    Micro Focus Data Express is designed to manage the test data environment: improving test results, lowering testing costs, securing customer data from loss or misuse, and enabling accelerated delivery and privacy compliance. Data Express automates the generation of test data environments, so elapsed time is reduced by up to 80%. By masking sensitive information, test data retains its value for testing while keeping it safe from unauthorized use. Data Express provides a single repository of test data knowledge. It offers a wealth of management tools to ensure that test managers can control the repeated generation of test data.
  • 19
    Doble Test Data Management

    Doble Test Data Management

    Doble Engineering Company

    Standardizing testing and data management processes across a division or company can be a complex and time-consuming project. Many organizations will perform data quality assurance reviews when beginning a field force automation or enterprise asset management initiative in order to ensure data integrity and support the successful roll-outs of large-scale projects. Doble has developed a number of data-focused solutions to help eliminate manual and redundant work processes allowing you to standardize the collection, storage and organization of your asset test data. As necessary, Doble can provide clients high-level, data governance project management supervisory services to reinforce good data management practices. Connect with your Doble Representative for self-help guides and additional training. Doble Database supports good data management governance by capturing data and backing up files on network in logical folder structure.
  • 20
    DTM Data Generator

    DTM Data Generator

    DTM Data Generator

    Fast test data generation engine with about 70 built-in functions and expression processor enables users to define complex test data with dependencies, internal structure, and relationships. The product analyzes existing database schema and resolves master-detail key structure (relationships) automatically. Value Library is a predefined data sets: names, countries, cities, streets, currencies, companies, industries, departments, regions, etc. Variables and Named Generators features provide a way to share data generation properties to similar columns. Intelligent schema analyzer makes your data realistic without extra project modifications and "data by example" feature makes data more realistic without extra efforts.
  • 21
    generatedata.com

    generatedata.com

    generatedata.com

    Ever needed custom formatted sample / test data, like, bad? Well, that's the idea of this script. It's a free, open source tool written in JavaScript, PHP and MySQL that lets you quickly generate large volumes of custom data in a variety of formats for use in testing software, populating databases, and so on and so forth. The out-the-box script contains the sort of functionality you generally need. But nothing's ever complete - maybe you need to generate random esoteric math equations, pull random tweets or display random images from Flickr with the word "Red-backed vole" in the title. Who knows. Everyone's use-case is different.
  • 22
    Solix Test Data Management

    Solix Test Data Management

    Solix Technologies

    Accurate test data improves application development and testing quality, which is why the most demanding application development teams require that their test data be populated from production databases frequently. It is not unusual for a Test Data Management (TDM) program to maintain six to eight full clones/copies of the production database for use as test and development instances. Without proper automation, provisioning test data is not only inefficient, time-consuming and storage intensive but it could also potentially expose sensitive data to unauthorized personnel leading to compliance risks. Since the cloning process creates such resource drain and data governance challenges, test and development databases are often not refreshed frequently enough resulting in inaccurate test results or even test failures. And of course, the cost of application development increases as the errors are discovered later in the application development lifecycle.
  • 23
    Solix EDMS

    Solix EDMS

    Solix Technologies

    The Solix Enterprise Data Management Suite (Solix EDMS) brings together all the tools for an effective Information Lifecycle Management (ILM) program. From a single web-based console, the platform offers industry-leading database archiving, test data management, data masking, and application retirement solutions. Solix EDMS is designed to control costs, boost application performance and availability, and meet compliance objectives. It offers universal access to all archived data for business users through full-text search, structured SQL queries, forms & reports. Solix EDMS helps you quickly identify infrequently accessed historic data from your production applications, and ‘move’ it to a secure archive with data integrity and access preserved. Retention management holds the archived data for a given period of time, and purges the data automatically, or manually when the data retention policy meets its criteria.
  • 24
    BMC Compuware Topaz for Enterprise Data
    Visualize vast quantities of data objects, understand their relationships, and tune related data extracts to create optimal test data. Compare files, including those that exist on different LPARs, expanding the ability to quickly and frequently assess the impact of your changes. Simplify the complex task of managing data and preparing data for testing by enabling developers and test engineers to perform data-related tasks without writing programs or scripts, coding SQL, or using multiple utilities. Enable developers, test engineers, and analysts to be more self-sufficient by provisioning data when needed, reducing reliance on subject matter experts. Improve application quality with better testing scenarios, simplifying the task of creating complete data extracts for testing purposes, and accurately identifying the impact of changing pieces of data.
  • 25
    Actifio

    Actifio

    Google

    Automate self-service provisioning and refresh of enterprise workloads, integrate with existing toolchain. High-performance data delivery and re-use for data scientists through a rich set of APIs and automation. Recover any data across any cloud from any point in time – at the same time – at scale, beyond legacy solutions. Minimize the business impact of ransomware / cyber attacks by recovering quickly with immutable backups. Unified platform to better protect, secure, retain, govern, or recover your data on-premises or in the cloud. Actifio’s patented software platform turns data silos into data pipelines. Virtual Data Pipeline (VDP) delivers full-stack data management — on-premises, hybrid or multi-cloud – from rich application integration, SLA-based orchestration, flexible data movement, and data immutability and security.
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