Test Data Articles

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11/11/2025 • EN

The best way to clean up test data with Spring and Hibernate

Explores strategies for cleaning up test data in Spring/Hibernate applications, covering pitfalls like @Transactional and PostgreSQL performance tuning.

Hibernate postgresql Spring Test Data testing

Vlad Mihalcea

9/1/2020 • EN

How to decouple unit tests from values that change frequently

A guide to decoupling unit tests from frequently changing values, using Swift examples to separate logic from copy.

Swift Test Data Test Decoupling test maintainability unit testing

Gio Lodi

6/14/2020 • EN

How to generate lots of dummy data for your Django app

Learn how to use Factory Boy and Faker to automatically generate realistic dummy data for testing Django applications.

Database Seeding django Dummy Data Factory Boy Test Data

Matt Segal

6/13/2017 • EN

Problem with random test data

Discusses the pitfalls of using random data for testing in software development and advocates for using object factories instead.

Random Data software testing Test Data testing unit testing

Paweł Chudzik

Test Data Articles

The best way to clean up test data with Spring and Hibernate

How to decouple unit tests from values that change frequently

How to generate lots of dummy data for your Django app

Problem with random test data

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