Python Testing Strategies That Scale

Reliable test suites balance speed and confidence. Keep most tests at the unit level and reserve integration tests for critical workflows.

Use fixtures to reduce setup duplication and improve readability. Test names should describe expected behavior, not implementation details.

In CI, run fast tests on every push and a broader suite before merge. This gives quick feedback without blocking developer flow.