Use when tests need typed factories beyond plain Faker values: FactoryBot for Ruby (traits, associations), Mimesis for Python bulk data, Bogus for .NET Faker<T> builders, or a decision on which generator fits. Shows the same fixture in each tool; faker-data stays the default for simple values.