This manual introduces 20 tools for improving the speed, accuracy, flexibility, and consistency of databases, data warehouses, and operational applications. Each tool is explained using detailed examples, its applications are described, and its optimal operational and reporting environment identified. Particular attention is given to the system's foundation, the process of identifying its requirements, and the modeling of its requirements. Hoberman is a data warehouse developer.

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