A mobile irrigation system configured to support an unmanned aerial vehicle (UAV), the mobile irrigation system comprising a number of irrigation spans, a control system, and a UAV support system. Each irrigation span includes a conduit section connected to conduit sections of adjacent irrigation spans for transporting an irrigation fluid from a fluid source to a field, a truss configured to support the conduit section, a number of fluid emitters, and a mobile tower connected to the truss for moving the truss, conduit section, and fluid emitters across the field. The UAV support system includes a docking station configured to receive the UAV and deploy the UAV to collect agricultural data or to carry out agricultural tasks and a data transfer module for transferring agricultural data from the UAV to a remote data storage system or edge processing devices.