Test data generation is manually or automatically creating a set of test cases for testing the sufficiency of new or revised software applications. It uses the actual data collected or the artificial data created for testing the program. Many Test Data Generation tools are available to help create a set of test cases. These tools ensure test data is kept up-to-date and manage the data required for testing environments. Test data generation tools offer various types of testing like load, performance, stress, and database. Here is a list of the top 10 best test data generation tools.
1. K2View Test Data Management
K2View Test Data Management is a famous test data generation tool. It includes synthetic test data generation, inflight data masking, roll-back test data version, and reserve test data subsets for specific testers. It provides unlimited data sources and user access control. It offers scheduled test data requests and tracks execution status and results. It easily integrates with DevOps CI/CD pipelines. After a free trial, the pricing details are upon request.
2. DATPROF
Datprof is a test data generation tool. It offers 20+ synthetic test data generators. It includes a self-service portal and built-in artificial data generators. It effortlessly monitors and controls testing data in various locations from one central location. It supports all the database technologies. It easily integrates with CI/CD pipelines. After a 14-day free trial, the pricing details are upon request.
3. Avo
Avo’s intelligent Test Data Management is a fast test data generation tool. It offers features like provisioning, analysis, and searching. It automatically identifies and manages Personal Identifiable Information (PII) and secures sensitive data for PII compliance. It generates synthetic data without any coding. It only provides relevant data downstream. The pricing details are upon request.
4. IBM
IBM InfoSphere Optim Test Data Management is a test data generation tool. It offers comprehensive test data management capabilities. It provides a single scalable archiving solution. It allows you to create optimally sized data test sets to test without using unnecessary resources. It includes a masking feature that removes personal data such as credit card numbers and contact information from cloned datasets. The pricing details are upon request.
5. Informatica
Informatica Test Data Management is a test data generation tool. It automatically finds data locations for consistent masking to remove sensitive information across databases. It allows you to create smaller data sets to avoid overburdening and improve the speed of tests. It provides storing, sharing, and reusing of test datasets. It includes monitoring and reporting features. The pricing details are upon request.
6. Redgate SQL Data Generator
Redgate SQL Data Generator is a flexible test data generation tool. It offers 60+ inbuilt generators with numerous configuration options. It provides Foreign Key and inter-column dependency. It automatically converts data when there is a mismatch in data types. It allows you to save SQL statements and import data from existing sources. After a 14-day free trial, it costs $365 per user.
7. Generatedata.com
Generatedata.com is a test data generation tool. It is an open-source tool written in PHP, MySQL, and JavaScript. It includes customizable data types and country plug-ins. It allows you to generate data in various popular formats, use them in databases and testing software, and change Export types. It is available free of cost and can create only 100 records at a time. There is a payment of $20 to generate a massive volume of custom data of 5,000 records at a time.
8. GS Data Generator
GS Data Generator is an automated test data generation tool. It provides performance testing, integration testing, usability testing, database load testing, and software quality testing. It offers security to the database by replacing necessary data with artificial. It allows you to create a large data volume for free. It generates random test and business intelligence data for various purposes like CRM, ERP, data warehouse development, and software marketing. It is free to use.
9. DTM Data Generator
DTM data generator is a test data generation tool. It offers 70+ built-in functions and expressions. It allows you to export files in SQL Script, JSON, CSV, and XML formats. It supports many commonly used databases. It delivers realistic test arrays. It includes options to replace, append, and update each table. It is only available on Windows. It provides 15 methods to fill in the data in the database or to generate data. The pricing details are upon request.
10. EMS Data Generator
EMS Data Generator is a test data generation tool. It offers multiple tables with test data and creates tables and fields by mask. It allows you to edit, preview, or save generated data through SQL scripts. It offers a variety of customization options for the overall data generation process. It enables putting value ranges, selecting elements from queries, and testing the whole data in one click. It costs $60.
