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Good observation, it's challenging to solve these problems, here's how we are going about it -

To reduce false positives - we run the same request twice to eliminate flaky fields in response like current timestamp, mock the downstream dependencies as they behaved in prod env and are providing options to ignore / modify the sampled requests

To make integration easier - we are building on top of opentelemetry which has seen remarkable increase in support across languages / frameworks, which makes it easier for us to support different tech stacks.

Regression testing - our primary goal is to provide regression tests. We have come across two type of teams where this makes sense - companies with low test coverage and companies which high number of micro-services as they find it hard to cover every production scenario in tests


Nice catch, thanks for taking the time to review the website! Have updated it, should reflect in sometime.


it's similar in the sense that both rely on production traffic and user sessions to generate tests. However, we are focusing on API testing and I think Meticulous is building for UI testing.


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