Your question is Feature Engineering for Streaming 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).
How would your feature engineering strategy change if this data was streaming in real-time instead of arriving in a static batch?