Many YouTube downloader MP3 apps are also compatible with smartphones as well. Just add the app on your phone and follow the same steps as above. If you can’t find an app that would work directly on your phone, you can simply synchronize files through iTunes and get all the downloaded YouTube videos on your iPhone.