The creation of sample test data for use in running automation test cases is known as test data generation. There are various techniques for creating test data generators that provide reasonable data that resembles production test data. If there is no existing data, you can use these tools.
The JSON Generator can create randomly A JSON file with any amount of values. Developers can use these values and QA to test their applications using various inputs. For convenience, the utility lets you save the generated JSON file as a .json file.
Best Test Data Generation Tools
The list of top test data generator tools, together with their most popular features and website connections, is provided below. Both commercial (paid) and open-source (free) test data creation software are included on the list.
LambdaTest is a cloud-based automation and manual testing infrastructure. With LambdaTest’s versatile platform, you can test your websites and web applications across multiple devices, OS, and browser combinations.
LambdaTest also provides a range of free tools to help developers accelerate their testing game. One such tool is the Random JSON Generator. With LambdaTest’s random JSON generator, you can easily generate JSON code based on a JSON template using this free online tool. To test apps and mimic various inputs, developers, and QA can use this tool, which creates random JSON values from pre-defined templates.
- This LambdaTest Random JSON Generator is free to use and has no pop-ups or advertisements.
- Discovering data Personal Identifiable Information is recognized and managed automatically (PII)
- Obfuscation of data: protects sensitive information to comply with PII
- Provisioning of data
- Does not require developing a single line of code to produce fake data.
- Supports open architecture and has plug-and-play custom module technology
The most tasteful method of producing random JSON data. With our free online tool JSON Generator, you may create structured JSON objects that are filled with controlled random data and/or sequenced data.
- Synthesize entire databases with referential integrity, ensuring that they are fully GDPR compliant and private with protection for rare categories.
- It’s simple to up and down-sample data.
- Business regulations are always kept.
- Free for daily production of up to 100K rows
- Support for DB2, MySQL, Oracle, and PostgreSQL connections via AWS, GCP, and Azure
A software program called EMS Data Generator is used to generate test data for MySQL database tables. You can simultaneously insert test data into a MySQL database table.
- The resulting data is saved and edited in a SQL script.
- This software supports data types like SET, ENUM, GEOMETRY types, etc.
- The output of a SQL query can generate data as a list of values.
- The generated data’s preview is visible.
- Each field type offers a large range of created parameters.
- You can enter NULL values while using the EMS Data Generator.
One of the top online mock data generator tools, Mockaroo enables you to quickly and easily address your data generation issues. You can create over 1,000 rows of test data in JSON, CSV, Excel, and SQL formats.
- You can create your own mock APIs.
- It offers a variety of data kinds, including state, city, nation, street address, latitude, and more.
- The URLs, answers, and error states are all under your control.
- Numerous mocking libraries are provided by this program for every language and platform.
- You can download test data that was generated at random and loaded right into your testing environment.
- You can test with realistic data thanks to it.
With only a few clicks, you may create JSON files using our dataset generator, which enables you to fulfill this need. This program is still under beta testing. Please feel free to comment and point out any features that you find beneficial.
- This website provides an online demo so you can see how it works.
- This utility for creating random data is available under a GNU license and is completely functioning.
- It gives programmers the ability to create their data types to produce unique kinds of random data.
- You can install new nation plugins that provide postal or zip code formats as well as city and area names.
Delphix’s technology enables your business to release software more quickly by providing virtual data as needed. Teams can manage and version test data libraries thanks to this.
- Users can bookmark pages and easily restore their data to any earlier state.
- Developers can quickly be given bookmarks of environments with defects so they can fix them.
- For its main digital apps, it can find and secure critical information across millions of rows of data.
A complete test data and verification solution is Original Software. For overall application quality, it interfaces with many solutions and performs testing on the database and user interface levels.
- Choosing or sampling data while maintaining valid data references.
- To safeguard your data, you might employ a variety of obfuscation techniques.
- You can keep track of each insert, update, and deletion, along with any interim data states.
- To confirm your test findings, you can compare your data.
- It offers developers server-side testing.
DTM Data Generator
Users of the DTM data generator program can create a data generation project with just a few clicks. Before each execution, it analyzes the target database’s organizational structure to stop changing tables from being populated.
- All well-known databases are supported, including Microsoft SQL Server, IBM DB2, Oracle, PostgreSQL, Firebird, MySQL, and more.
- Over fifteen different approaches are available to fill the fields with random and recurring data.
- a processor for expressions and seventy built-in functions.
- This software analyzes the master-detail key structure of an existing database schema.
- There are several external data sources available, including databases, CSV or text files, XML documents, Excel spreadsheets, and more.
- The features of variables and named generators offer a way to distribute data-generating characteristics to related columns.
- It works with Vista and XP, all current iterations of Windows. Windows Server 2003, Windows 7, Windows 8, Windows 10, and more.
The application IBM InfoSphere Optim boosts performance and facilitates cross-platform collaboration between applications and databases.
- Data from historical transaction records, retired applications, and historical transaction records can all be archived.
- capability for comprehensive test data management.
- It offers the organization a solitary scalable archiving solution.
Double is a tool for managing test data that also handles data conversion, test plan development, and “historic” file conversion. It ensures that data files for field testing and regulatory reporting are clear and consistent.
- For a variety of test data, data management alternatives are available, including T-Doble Software, SFRA (Sweep Frequency Response Analysis), and DTA (Domestic Tariff Area).
- It enables you to select the options required for your business.
- Projects for data management that are adapted to your business procedures are simple to manage.
- You can use it to arrange data across divisions, regions, and departments.
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A random JSON generator is a tool that can generate random JSON data. This data can test applications or generate test data for databases. The JSON data generated by the JSON generator is completely random and can be customized to meet the needs of the user.