New cyberinfrastructures require not only collaboration across disciplines, but collaboration across organizations. In The Virtual Observatory Meets the Library, G. Sayeed Choudhury tells of the lessons learned - academic, technological, and sociological - when Johns Hopkins University created an astronomical database.