In this paper we present the results of a comprehensive benchmark of the relational Main Memory Database System (MMDBS), that is the foundation of the interactive office system. Office-By-Example (OBE). Based on this case study, we identify issues that must be considered in the design and implementation of MMDBS's. We determine relevant performance metrics and describe techniques for benchmarking MMDBS's.