This conceptual framework combines the pillars of a multi-stakeholder approach, Al and lot innovation, practitioner collaboration and sustainability principles. By integrating various data sources, including drones, sensors, satellite imagery and agricultural machinery, the framework bridges the gap between macro and micro perspectives for a better data driven decision support system to the end user alongside enhancing Agroecology of the farm lands.