My experience with the multiprocessing module is exactly opposite. It's been a few years since I last used it seriously (I still use Python a lot) mainly because of how bad it was. The main issue is precisely communication between processes: Python uses the pickle module to serialize/deserialize data, which not only adds quite a bit of performance cost, but it's very hard to debug when for some reason some object is not supported by pickle (and it's a common occurrence).