Test Development Learning Exchange

Dec 4, 2025 · Operations

When Not to Automate API Tests: 4 Common Anti‑Patterns to Avoid

Many teams rush to automate every test, but certain scenarios—rapidly changing requirements, one‑off checks, reliance on unstable external services, and vague pass criteria—actually increase maintenance costs and reduce reliability, so recognizing these anti‑patterns is essential for effective test automation.