Generate Data
Generate Data is an open-source data generation tool for creating realistic test data. It allows users to easily generate large datasets with custom fields, data types, distributions and relationships for software testing and prototyping.
Generate Data: Open-Source Data Generation Tool
An open-source data generation tool for creating realistic test data with custom fields, data types, distributions and relationships for software testing and prototyping.
What is Generate Data?
Generate Data is an open-source command-line application and Python library for generating test datasets and mock data. It allows developers, QA engineers, data scientists and other technical users to easily create large, realistically-structured datasets for software testing, staging environments, machine learning model training, and more.
Some key features and capabilities of Generate Data include:
- Specifying custom fields with options for different data types like strings, integers, booleans, dates, etc.
- Configuring field values based on common statistical distributions (e.g. Zipf, exponential, uniform, etc.)
- Setting up column constraints and dependencies to generate relational, structured data
- Support for outputting data in JSON, CSV or SQL formats
- Extensibility via custom column generators for advanced use cases
- Command line interface and Python API for easy integration into data pipelines
- Seed support for reproducible data generation
- Good performance and memory efficiency for large datasets
Generate Data is free and open source software released under the MIT license. It empowers developers and technical users to mocking up realistic datasets on their own machines for testing or ideation purposes, without needing access to volumes of actual production data.
Generate Data Features
Features
- Generates realistic test data with custom fields, data types, distributions, and relationships
- Supports a wide range of data types including text, numbers, dates, addresses, and more
- Allows for the creation of complex data structures and hierarchies
- Provides pre-defined templates for common data types and use cases
- Supports exporting data in various formats including CSV, JSON, and SQL
- Includes a user-friendly interface for configuring and generating data
Pricing
- Open Source
Pros
Open-source and free to use
Highly customizable and flexible
Generates realistic and representative test data
Saves time and effort compared to manually creating test data
Supports a wide range of use cases, from software testing to data prototyping
Cons
Limited support and documentation compared to commercial tools
May require some technical expertise to set up and configure
May not have the same level of performance and scalability as commercial tools
Official Links
Reviews & Ratings
Login to ReviewThe Best Generate Data Alternatives
Top Development and Testing and other similar apps like Generate Data
Here are some alternatives to Generate Data:
Suggest an alternative ❐
Random Data
Random Data is a desktop application used to generate randomized data sets for application testing, simulation models, machine learning training, and other use cases requiring large volumes of realistic sample data. Key features include:Ability to generate random data for common data types like names, addresses, financial data, etc.Customization of data...
JSON Generator
JSON Generator is a handy online utility that makes it easy for developers, testers, and anyone else to quickly generate test JSON data. It eliminates the need to manually type out complex JSON structures, allowing you to create dummy JSON text with just a few clicks.With an intuitive graphical interface,...
Dummi
Dummi is a free and open-source dummy content generator software designed to help developers and testers by providing them with realistic fake data for testing and placeholder content purposes.It can quickly generate large volumes of dummy text in paragraphs, names, addresses, images, profile data and more without the need to...
RandomAPI
RandomAPI is a REST API that generates random data on demand. It can generate random names, email addresses, phone numbers, countries, US states, images and more. Just send an API request to one of the endpoints and RandomAPI will return a JSON response with random generated data.Some key features of...
DbForge Data Generator for MySQL
dbForge Data Generator for MySQL is a useful tool for MySQL database developers and administrators. It allows you to generate large volumes of realistic test data to populate MySQL database tables for software testing, development, QA, and training purposes.With its intuitive graphical interface, you can easily configure test data generation...
