Another important point is that multiprocessing is often used in a model where the processes are long-running and handed lots of tasks instead of being spawned and destroyed for a single workload. One great example is Gunicorn, the popular Python web server. Gunicorn will spawn “workers” using multiprocessing and those workers will live for the lifetime of the main process. The time to start a process or a sub interpreter then becomes irrelevant (at 89 ms or 1 second) when the web worker can be running for weeks, months or years. The ideal way to use these parallel workers for small tasks (like handle a single web request) is to keep them running and use a main process to coordinate and distribute the workload