Data management and analysis of scientific data in the context of basic and applied research are inherently challenging . Researchers share a need for readily accessible data and the ability to perform standard and non-standard operations related to the data. The challenge for scalable and user-friendly data management and analysis lies in the ability to provide structure (to process everyday tasks) and flexibility (to answer