A group at Lewis & Clark College in Portland are in the process of developing an educational collection of contemporary ceramics images using the photo sharing site Flickr as a back end. This article discusses the evolution of the project, Flickr machine tags, and the concept of Flickr as an application database layer. The article includes code samples for creating and querying machine tags using the Flickr API.