Your question is Feature Store Design for Consistency. 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 Feature Store from scratch to ensure both low latency and high consistency?