Yes. Lots of info out there. You can use our API at Grooveshark available here: http://tinysong.com/api
You can also bulk download Discogs here: http://www.discogs.com/data/
And MusicBrainz has one here: http://musicbrainz.org/
You can also bulk download wikipedia, cross reference page titles with a set of artist names, and grab whatever information you want if your Regex skills are magical.
A general word of caution: User-sourced music information is very very messy. Be prepared for a lot of mispellings, bad metadata, missing information, etc.