Your question is Optimizing PySpark for Scale. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How do you optimize a PySpark job for a large-scale dataset?