Your question is Near Real-Time Clickstream Recommendations. 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 you design a system to update recommendations from user clickstream data in near real time on Amazon Services?