The test suite was 90% "end to end" unit tests - no real infrastructure was used it was all faked. Only interactions with the outside world (web client, LLM, database) were tested and all interactions were faked.

(This is not feasible on every project but it was on this one, database interactions were simple)

There were a small number (~5%) of slow tests that used a real LLM, database, infrastructure, etc. and a small number of very low level unit tests (~5%) surrounding only complex stateless functions with simple interfaces.

Refactoring could be done trivially without changing any test code 98% of the time.

Additionally, the (YAML) tests could rewrite their expected responses based upon the actual outcome - e.g. when you added a new property to a rest api response you just reran the test in update mode and eyeballed the test.

There was also a template used to generate how-to markdown docs from the YAML.

Test coverage was probably 100% but I never measured it. All new features being written with TDD/documentation driven development probably guaranteed it.

This is the way. Unit testing has become a cargo-cult where silly tests are written that don't prove anything works, are not used to guide the architecture (the original promise of "London School testing" was that all these little unit tests would drive good architectural decisions), and don't protect against regressions on changes because they have to be re-written every time the code changes in even the most trivial way anyway.

I've found the Metabase test suite[0] to be very good considering it's real-world software written by a for-profit company. Coverage is good, the correct tests usually break when doing a refactor (stuff like "Oh, I thought this change was harmless but actually it breaks the permissions model"), etcetera. But the most important thing is that there's a strong team culture of a) demanding good tests on each PR b) hunting down flaky tests and other sources of friction.

Another neat thing was that there used to be a full-time SDET who spent a lot of time writing Cypress reproductions for known bugs. When you picked up the bug, you could un-skip the test that was right there waiting for you.

All that said, of course it's far from perfect!

0: https://github.com/metabase/metabase/ Backend unit tests are in test/, Frontend unit tests are in frontend/test, end-to-end tests (Cypress) are in e2e.