This study addresses the problem of missing carbon monoxide and methane data in satellite observations by integrating satellite observations, atmospheric chemistry simulations, and artificial intelligence techniques to generate complete daily datasets from 2019 to 2023 with a global resolution of 0.25° and a China-specific resolution of 0.05°. The dataset can support research on atmospheric changes, wildfire signals, agricultural regions, and related environmental impacts.