Your question is Feature Store for Offline and Online. 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 structure a feature store and ingestion pipeline to support both offline training and online real-time inference for Instacart?