Despite improvements in healthcare IT infrastructures, a gap remains in the ability of these systems to deliver knowledge and insight back to the researchers, clinicians and patients they are intended to support. EURECA, a new European project, aims to close this gap by building software solutions to improve interoperability among existing data systems, such as clinical trials and electronic health record systems.