A song on your page, or a Spotify, SoundCloud or YouTube player.
Under Profile → Music & embeds you can upload an audio file, or embed a Spotify, SoundCloud or YouTube player.
Browsers only play sound after a visitor has clicked somewhere. With autoplay on, the song starts at the first click; a click-to-enter screen in front of the page makes that click the first thing anybody does.