The image is a stock photo, logo, or category shot rather than the specific product being sold.
Image issues come from URLs that don't load, file formats Google doesn't accept (only JPEG/PNG/GIF/BMP/TIFF/WebP up to a size limit), images smaller than the minimum size, or images that violate Google's content rules (text overlays, watermarks, generic placeholders).