Assessing the spatiotemporal dynamics of crop production water footprint (WF) at the regional scale is critical for optimizing agricultural water resource management. However, studies quantifying WF in the Hetao Irrigation District (HID) using distributed agro‐hydrological models remain limited, and integration of WF quantification with time‐series models for short‐term forecasting and WF‐driven planting optimization is still...