Prompt
I'm building an app with a public API and need a good way to test endpoints before release
Latest observation
Oct 6, 2026
OpenAI APIWeb search: off
A good approach is to test your API in layers so you catch issues early and also verify behavior end-to-end before release.
Recommended testing stack
-
Unit tests
- Test individual functions, validators, serializers, auth helpers, etc.
- Fastest feedback.
- Use mocks for external services.
-
Integration tests
- Test your API endpoints against a real test database and real request/response cycle.
- Verify routing, auth, validation, status codes, and payloads.
- This is usually the most important layer for endpoint confidence.
-
Contract tests
- If clients depend on your public API, define expected request/response shapes and ensure they don’t break.
- Great for backward compatibility.
-
End-to-end tests
- Simulate a user or client flow across multiple endpoints.
- Good for critical workflows like signup, payment, or data creation.
-
Smoke tests / post-deploy checks
- Run a small set of “is it alive and sane?” checks after release in staging and production.
Good tools
Depends on your stack, but common choices:
- Postman / Insomnia for manual endpoint testing and collections
- pytest + requests / test client for automated API tests in Python
- Jest + Supertest for Node.js APIs
- Playwright / Cypress if you also need browser-driven flows
- Schemathesis or similar if you have an OpenAPI spec and want automatic property-based API tests
- Newman to run Postman collections in CI
Best practice workflow
- Maintain an OpenAPI/Swagger spec for your API.
- Write automated integration tests for every endpoint.
- Run them in CI on every PR.
- Spin up a staging environment that mirrors production.
- Use test data and seeded fixtures.
- Add negative tests:
- missing auth
- invalid payloads
- rate limits
- expired tokens
- permission failures
- Add load/performance tests for endpoints likely to be high traffic.
Simple practical setup
If you want a solid baseline:
- OpenAPI spec
- Integration tests for all endpoints
- A Postman collection for manual QA
- CI running tests on every push
- Staging environment for final validation
If you tell me your stack (e.g. Node/Express, Django, FastAPI, Rails, etc.), I can recommend a concrete testing setup and example test structure.