With accurate consumer demand forecast from the “Data Driven Intelligent Demand Forecasting for Banana Harvest” research and shelf-life prediction from the “Banana Shelf-Life Prediction Models and Algorithms” research, taking into consideration the current storage status at the farms, the proposed research works develop the decision rules and policies for the farms to make optimal decisions on when to harvest and how much to harvest so that the minimal total operational cost and the maximal consumer satisfaction can be achieved. The derived results from this topic will be able to assist the farms to make the right decision on harvesting their banana’s.