So I don't have to go looking for this again:
youtube-dl --yes-playlist --extract-audio --audio-format mp3 --audio-quality 0 --keep-video --metadata-from-title "%(artist)s - %(title)s" Playlist URL
--embed-thumbnail errored out after the first conversion for me :(