testdatatools
Developer tools

Which tool should you use for test fixtures and mock APIs?

Start with Faker for values inside test code, or DATAMIMIC CE for reusable data models and CLI generation. Consider Mockaroo when a schema, download or mock API is the deliverable. Consider generatedata.com when extending a self-hosted generator matters.

What changes the decision?

A values library saves setup but leaves object relationships and lifecycle in your code. A hosted generator reduces setup while adding plan limits and service terms. Neither is automatically an enterprise data-provisioning platform.

What should your proof of concept show?

Generate a parent and several children. Check foreign keys, uniqueness and an intentional edge case. Then repeat the test with the same dependencies and an explicit reference date.

These are editorial decision criteria, not measured product rankings. Follow the profiles below for product-specific source evidence.

Tools in this category

Sources reviewed

DATAMIMIC CE

Developer tools

DATAMIMIC CE is a pip-installable Python developer tool for model-driven generation, SQL-selected source subsets and explicit field transformations. Its Python API, CLI and optional MCP adapter support local, CI and agent-assisted workflows. CE has its own execution core, separate from EE.

Sources reviewed

Faker

Developer tools

Faker is a code library for generating locale-aware fake values such as people, addresses, dates, and identifiers. Python Faker and JavaScript Faker are separate implementations with distinct documentation and releases.

Sources reviewed

generatedata.com

Developer tools

generatedata.com is a browser-based configurable generator and an open-source downloadable application. The current repository describes roughly 30 data types and 12 export types; accounts on the hosted site add saved datasets and higher-volume generation.

Sources reviewed

Mockaroo

Developer tools

Mockaroo is a hosted test-data generator with configurable schemas, browser downloads, APIs, mock API routes, datasets, and de-identification. Output formats and row or request limits depend on the selected workflow and plan.

Limited current evidence

RNDGen

Developer tools

RNDGen offers web-based random, synthetic and simulated data generators. Detailed capabilities, limits and licensing are not sufficiently described in the accessible official material.

Abandoned project

Spawner Data Generator

Developer tools

Spawner is an abandoned desktop test-data generator last released in 2016. Its project page documents delimited text and SQL output, configurable random values and sequences, and direct insertion into MySQL 5.x.