I really enjoyed Jim Gray (MSR) and Alex Szalay's (JHU) paper - Where the Rubber Meets the Sky: Bridging the Gap between the Databases and Science

Even though it's aimed at database folks - it I see it being very valuable for the scientists as well.

Looks like Dave Lifka already posted the link it to the SciData resource site.