Your question is Preventing Data Leakage in Time Series. 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).
What techniques do you employ to prevent data leakage when feature engineering for time series forecasting?