What is pip’s `–no-cache-dir` good for?

I’ve recently seen the --no-cache-dir being used in a Docker file. I’ve never seen that flag before and the help is not explaining it:

 --no-cache-dir              Disable the cache.

1. Question: What is cached?
2. Question: What is the cache used for?
3. Question: Why would I want to disable it?