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This article describes the design, implementation, and feasibility of a large, multiorganizational distributed database developed to support the FDA’s Mini-Sentinel pilot in which contributing organizations retain possession of the source data. The paper focuses on development of a common data model and analytic tools that enable rapid querying of the data locally by data partners.