Melt ponds on Arctic sea ice affect how much solar energy is absorbed, impacting Arctic warming and global climate. In this study satellite data (2017–2023) is used to examine how these ponds vary across regions and seasons. The results show that the surface fraction of melt ponds is more stable in the Central Arctic, with air temperature and surface roughness playing key roles in their formation. Understanding these patterns can help to improve climate models and predictions for Arctic warming.