This article discusses the production process of a refined cropland dataset for southwestern China, which provides an optimized distribution of cropland with a 30-m spatial resolution. The study area is characterized by diverse topography and is home to approximately 200 million people, making an accurate cropland map crucial for understanding land use in the region.