And even when you jave quite a lot of machines worth of processing some single threaded streaming of data on a single machine can still beat out any distributed framework as the the overhead of distribution is large.
A favorite paper, “Scalability! But at what COST?”. Authors show a single machine implementation (even single threaded) can wipe the floor with the maximum parallel capable implementation.
