5 Testing
This chapter covers
- Avoiding logic in tests to prevent mirroring bugs
- Measuring test effectiveness with line and branch coverage
- Validating invariants with Property-Based Testing
- Writing maintainable unit tests by focusing on behavior over implementation
- Evaluating Test-Driven Development (TDD) as a tool rather than a rule
Tests are the only safety net that allows a codebase to evolve. Without them, every refactor is a gamble. With them, you can reshape architecture with confidence. This chapter is in three parts. The first covers the fundamentals — the universal concepts that apply across all kinds of testing: keeping tests free of logic, understanding what coverage metrics actually measure, and using property-based testing to find the edge cases you didn't think to write. The second part zooms in on the most common kind of test in practice, the unit test: what makes one good, why they double as documentation, and the single most important rule for writing them — test behavior, not implementation. The chapter closes with Test-Driven Development, treated honestly as a useful tool for some people in some situations rather than as a quality gate or a moral position. Throughout, the goal is to move beyond writing tests to designing testable systems — maximizing confidence while minimizing the maintenance burden that bad tests inflict on a team.