Your question is Optimizing Spark Memory Failures. 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).
Walk me through how you would optimize a Spark job that is failing due to memory limits.