The Global Essential Urban Land Use Categories (EULUC-Globe) product provides parcel-level, fine-grained land use category maps for global urban areas in 2024. The product is generated using multisource geospatial data (e.g., Sentinel-1/2 imagery and worldwide POI data) combined with an advanced multimodal deep learning framework. The overall accuracy of the product reaches 75.87%, validated with over 15,000 globally distributed samples. The land use parcels are segmented by continent and organized into six GPKG files. The classification system and the corresponding category codes used in the uploaded dataset are listed below. Level-I Level-II Index 01 Residential 101 Residential 0 02 Commercial 201 Commercial 1 03 Industrial 301 Industrial 2 04 Transportation 401 Road 3 402 Transportation station 4 403 Airport facilities 5 404 Harbor 6 405 Parking 7 05 Public management and service 501 Administrative 8 502 Educational 9 503 Medical 10 504 Sport and cultural 11 505 Park and greenspace 12 06 Unused land 601 Unused lands 13 07 Agricultural 701 Agricultural 14 08 Water 801 Water 15