Thumbnail preview issues in Windows File Explorer, often resulting in generic icons, are commonly caused by corrupted caches, misconfigured settings, or OneDrive integration conflicts. Solutions include disabling the “Always show icons, never thumbnails” setting, clearing the thumbnail cache via Disk Clean-up, and ensuring files are downloaded locally to generate previews. Learn more about fixing this issue at Microsoft Q&A.