Certainly, GIF wallpapers consume the battery much quicker than a static image of a regular wallpaper. The animation requires more processing, which requires more battery power to attend, particularly on mobile devices. If you notice significant battery drain, consider switching to a static wallpaper or using a less demanding GIF.