Earlier quoted context omitted.
For when you need more executors without rewriting your logic.
Using a Python solution like Dask might actually be better, because you can work with all of the Python data frameworks and tools, but you can also easily scale it if you need it without having to step into the Spark world.
And you can still use Python data frameworks with Spark so not sure what you're getting.