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Inm looking at you Typescript dev
(sh.itjust.works)
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Sadly that sort of thing got so common where I work that I'll run the tests three times before considering looking into the error message to see if it is something I broke.
From time to time we take some days just to fix tests with inconsistent results, but there's always more popping up.
Yeah, we have a team whose job is to make sure all our tests run well and fixing them if they don't
Serious answer: You can't write tests for untestable code. Your code needs to be pure if you want reliable tests: https://en.m.wikipedia.org/wiki/Pure_function
For integration tests, they should handle retries themselves