Your question is Optimizing Ad-Scale System Design. 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).
Design a system for ad analytics at Nextroll scale and explain the key data structures, algorithms, and optimizations you would use.