Facing the high-throughput of scientific data and the explosion of new forms of data publication, all aspects of data management technology including data modeling, data integration, and query languages have to address multiple new challenges. In the Scientific Data Management Laboratory we develop technology that addresses these challenging issues critical to scientific discovery.