Ruby on Rails
FactoryBot Advanced Strategies: Traits, Sequences, Callbacks, and Associations
FactoryBot is more than a replacement for fixtures. Advanced patterns—traits, transient attributes, build strategies, and lifecycle callbacks—let you create precisely the objects your tests need without duplicating setup logic or hitting the database unnecessarily. Most Rails developers learn enough FactoryBot to define a basic factory and move on.