Your question is Performance Optimization for Large Data. 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).
What is your approach to optimizing code for performance when dealing with large-scale data processing?