Best Test Data Management Tools for Startups
View:
Compare the Top Test Data Management Tools for Startups as of April 2025
Sort By:
What are Test Data Management Tools for Startups?
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 for Startups currently available using the table below. This list is updated regularly.
-
1
Parasoft
Parasoft
Parasoft helps organizations continuously deliver high-quality software with its AI-powered software testing platform and automated test solutions. Supporting embedded and enterprise markets, Parasoft’s proven technologies reduce the time, effort, and cost of delivering secure, reliable, and compliant software by integrating everything from deep code analysis and unit testing to UI and API testing, plus service virtualization and complete code coverage, into the delivery pipeline. A powerful unified C and C++ test automation solution for static analysis, unit testing and structural code coverage, Parasoft C/C++test helps satisfy compliance with industry functional safety and security requirements for embedded software systems.Starting Price: $125/user/mo -
2
QATTS
QATTS
QATTS is the industry’s most comprehensive end-to-end cloud-based test automation solutions provider. We vouch for the superior quality of your entrusted products and software applications with our ready to use and customized automation testing solutions. We are a crew of skilled QA analysts, automation test engineers, and other IT professionals who work hand-in-hand to deliver reliable services and real-time outcomes on time and every time. Our QA experts are specialized in both manual and automation testing. They are adept at implementing modern web, desktop, and mobile technologies and various testing tools. Profound knowledge of automation and its trends made us a one-stop destination for all test automation needs. RESTful & SOAP-based web services. IBM, Attachmate & Hummingbird emulators.Starting Price: $19/month/user -
3
IRI RowGen
IRI, The CoSort Company
Stop relying on confidential production data. Masked data may not be realistic or robust enough either. IRI RowGen uses your metadata and business rules to make better test data. Persistent or virtual test sets improve DB/ETL prototypes and speed DevOps. Use the high quality, high volume database, file, report or DataVault targets you create and populate with RowGen's graphical job wizards in in the IRI Workbench IDE (built on Eclipse) to stress-test and future-proof new software and systems. RowGen lets you customize data formats, volumes, ranges, distributions, and other properties on the fly or with re-usable rules that support major goals like application testing and subsetting. RowGen uses the IRI CoSort engine to deliver the fastest generation, transformation, and bulk-load movement of big test data on the market. You can also leverage RowGen functionality in CI/CD pipelines like GitLab, cloned DBs via Windocks et al, and purpose-built TDM hubs from Cigniti or ValueLabs.Starting Price: $8000 on first hostname -
4
CloudTDMS
Cloud Innovation Partners
CloudTDMS solution is a No-Code platform having all necessary functionalities required for Realistic Data Generation. CloudTDMS, your one stop for Test Data Management. Discover & Profile your Data, Define & Generate Test Data for all your team members : Architects, Developers, Testers, DevOPs, BAs, Data engineers, and more ... CloudTDMS automates the process of creating test data for non-production purposes such as development, testing, training, upgrading or profiling. While at the same time ensuring compliance to regulatory and organisational policies & standards. CloudTDMS involves manufacturing and provisioning data for multiple testing environments by Synthetic Test Data Generation as well as Data Discovery & Profiling. Benefit from CloudTDMS No-Code platform to define your data models and generate your synthetic data quickly in order to get faster return on your “Test Data Management” investments. CloudTDMS solves the following challenges : -Regulatory ComplianceStarting Price: Starter Plan : Always free -
5
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 -
6
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. -
7
TestBench for IBM i
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 -
8
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 -
9
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 -
10
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 -
11
Datanamic Data Generator
Datanamic
Datanamic Data Generator is a powerful data generator that allows developers to easily populate databases with thousands of rows of meaningful and syntactically correct test data for database testing purposes. An empty database is not useful for making sure your application will work as designed. You need test data. Writing your own test data generators or scripts is time consuming. Datanamic Data Generator will help you. The tool can be used by DBAs, developers, or testers, who need sample data to test a database-driven application. Datanamic Data Generator makes database test data generation easy and painless. It reads your database and displays tables and columns with their data generation settings. Only a few simple entries are necessary to generate comprehensive (realistic) test data. The tool can be used to generate test data from scratch or from existing data.Starting Price: €59 per month -
12
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. -
13
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. -
14
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 -
15
Informatica Test Data Management
Informatica
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. -
16
Sixpack
PumpITup
Sixpack is a data management platform designed to streamline synthetic data for testing purposes. Unlike traditional test data generation, Sixpack provides an endless supply of synthetic data, helping testers and automated tests avoid conflicts and resource bottlenecks. It focuses on flexibility by enabling allocation, pooling, and instant data generation while keeping data quality high and privacy intact. Key features include easy setup, seamless API integration, and the ability to support complex test environments. Sixpack integrates directly with QA processes, so teams save time on managing data dependencies, minimize data overlap, and prevent test interference. Its dashboard offers a clear view of active data sets, and testers can allocate or pool data according to project needs.Starting Price: $0 -
17
Newtera
Newtera
Testing is an indispensable important technical means in the process of product development, manufacturing, and maintenance. It plays a vital role in optimizing product performance, extending product life, improving product quality, and controlling costs. However, in the course of enterprise testing, a large amount of accumulated test data has not been managed and utilized. How to manage and organize these scattered, diverse, and complex format test data has always been a difficult problem for test managers. At the same time, how to rationally allocate test resources, efficiently use test benches and test equipment, and how to standardize test procedures to ensure the accuracy and efficiency of the test and avoid repetition have become the bottleneck restricting the test level and test efficiency of the enterprise. In response to the problems faced by the enterprise trial business, the TDM system came into being. -
18
IntraStage
IntraStage
Our software has been designed to efficiently manage the challenge of megabyte to terabytes of Test Data and Product Quality in any format coming from R&D, Supply Chain, Repair and Manufacturing Environments. Our talented and committed team has over 100+ man years of experience and have been working with Fortune 1000 companies in the Aerospace & Defense, Consumer Electronics, Industrial and Medical Device industries since 2006. -
19
Today’s Agile DevOps teams need the ability to go faster. BMC Compuware File-AID provides a cross-platform file and data management solution that enables developers and QA staff to quickly and conveniently access necessary data and files instead of hunting around for them. In turn, developers devote less time to data-related tasks and spend more time developing new functionality and managing production problems. Rightsizing your test data provides confidence to make code changes without unintended consequences. Access all standard file types regardless of record length or format for application integration. Compare data files or objects to simplify the test results validation process. Reformat files by easily modifying an existing file format instead of starting from scratch. Extract and load related subsets of data from multiple databases and files & more.
-
20
Test Data Manager
Broadcom
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. -
21
BiG EVAL
BiG EVAL
The BiG EVAL solution platform provides powerful software tools needed to assure and improve data quality during the whole lifecycle of information. BiG EVAL's data quality management and data testing software tools are based on the BiG EVAL platform - a comprehensive code base aimed for high performance and high flexibility data validation. All features provided were built by practical experience based on the cooperation with our customers. Assuring a high data quality during the whole life cycle of your data is a crucial part of your data governance and is very important to get the most business value out of your data. This is where the automation solution BiG EVAL DQM comes in and supports you in all tasks regarding data quality management. Ongoing quality checks validate your enterprise data continuously, provide a quality metric and supports you in solving the quality issues. BiG EVAL DTA lets you automate testing tasks in your data oriented project. -
22
Tonic
Tonic
Tonic automatically creates mock data that preserves key characteristics of secure datasets so that developers, data scientists, and salespeople can work conveniently without breaching privacy. Tonic mimics your production data to create de-identified, realistic, and safe data for your test environments. With Tonic, your data is modeled from your production data to help you tell an identical story in your testing environments. Safe, useful data created to mimic your real-world data, at scale. Generate data that looks, acts, and feels just like your production data and safely share it across teams, businesses, and international borders. PII/PHI identification, obfuscation, and transformation. Proactively protect your sensitive data with automatic scanning, alerts, de-identification, and mathematical guarantees of data privacy. Advanced sub setting across diverse database types. Collaboration, compliance, and data workflows — perfectly automated. -
23
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. 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.
-
24
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. -
25
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. -
26
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. -
27
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. -
28
TechArcis
TechArcis Solutions
Techarcis is a chosen partner that companies trust and rely upon to quality assurance software testing and software solutions. We are experts in quality engineering, and software quality testing, our cost-effective testing solutions helps our clients to faster roll out their products and software, build brand recognition and increase their revenue and profitability. In today’s competitive business landscape where customers demand and expectations undergo a constant change, quality and speed have become key factors to become successful. No wonder businesses are increasingly opting for DevOps and Agile to respond to market shifts quickly and stay ahead of the competitors. In this scenario, some think testing to be still a domain that developers and business analysts can handle but it can’t be farther from the truth. Testing is still a much required specialized skill with technical and domain expertise, though the role and necessary skills of testers have changed. -
29
Gretel
Gretel.ai
Privacy engineering tools delivered to you as APIs. Synthesize and transform data in minutes. Build trust with your users and community. Gretel’s APIs grant immediate access to creating anonymized or synthetic datasets so you can work safely with data while preserving privacy. Keeping the pace with development velocity requires faster access to data. Gretel is accelerating access to data with data privacy tools that bypass blockers and fuel Machine Learning and AI applications. Keep your data contained by running Gretel containers in your own environment or scale out workloads to the cloud in seconds with Gretel Cloud runners. Using our cloud GPUs makes it radically more effortless for developers to train and generate synthetic data. Scale workloads automatically with no infrastructure to set up and manage. Invite team members to collaborate on cloud projects and share data across teams. -
30
Qlik Gold Client
Qlik
Qlik Gold Client improves the efficiency, cost and security of managing test data in SAP environments. Qlik Gold Client is designed to eliminate development workarounds by easily moving configuration, master, and transactional data subsets into testing environments. Rapidly define, copy and synchronize transactional data from production to non-production targets. Identify, select, and delete non-production data. Manage extensive and powerful data transformations through a clean and easy-to-use interface. Automate data selection and enable hands-free test data refresh cycles, reducing time and effort for test data management. Qlik Gold Client provides several options to protect PII data in non-production environments via data masking. Data masking applies a set of rules to “scramble” your production data when it’s replicated to a non-production environment.