This research investigates the spatial and temporal relationship between urbanization levels and air pollution in cities at different stages of urbanization in China, highlighting its significance for guiding cities towards green development with reduced pollution and carbon emissions. The study uses a range of datasets from 2005 to 2020, including per capita GDP raster data, land use type data, remotely sensed PM