The 2021 land cover map of East Jabalia, North Gaza, Palestine has been done to support the Water Management and Adaptation of Agriculture to climate change. The samples were trained with a machine learning model in Google Earth Engine, and Very high-resolution image (i.e., WorldView-2) satellite imageries were classified. The land cover was obtained at 0.5 m spatial resolution.