Spatial and temporal variability in atmospheric methane (XCH4) across Iran is influenced by meteorological factors rather than anthropogenic sources. This 20-year study using satellite data and machine learning identified high XCH4 in central and southern Iran, peaking in summer. Key drivers include land surface temperature, wind speed, and soil moisture, with vegetation cover showing a negative correlation. Understanding these factors is crucial for methane reduction strategies.