I haven't used this specific Testcontainers module, but it looks very promising: https://java.testcontainers.org/modules/mockserver/.

Overall, my experience with Testcontainers has been quite positive, and I would recommend it as a whole.

One challenge that may persist is the duration of tests, which can be difficult to manage, when implementing integration tests.