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Analytic Databases and Dimensional Design . . . . . . . . . . . . . . . . . . . . . . .3 Dimensional Design . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Purpose. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 Measurement and Context . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 Facts and Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 Grouping Dimensions and Facts. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 The Star Schema . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 Dimension Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 Keys and History . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 Fact Tables . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 Using a Star Schema . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12 Querying Facts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13 Browsing Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 Guiding Principles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16 Data Warehouse Architectures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .17 Inmon s Corporate Information Factory . . . . . . . . . . . . . . . . . . . . . . . . . 18 Kimball s Dimensional Data Warehouse. . . . . . . . . . . . . . . . . . . . . . . . . . 20 Stand-Alone Data Marts . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 22 Architecture and Dimensional Design . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 Contrasting the Approaches . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 The Common Element . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26 Terms Used in This Book . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 27 Summary. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 Further Reading . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 28 Stars and Cubes . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .29 Dimension Table Features . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 29 Surrogate Keys and Natural Keys . . . . . . . . . . . . . . . . . . . . . . . . . . . 30 Rich Set of Dimensions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32 Grouping Dimensions into Dimension Tables . . . . . . . . . . . . . . . . 35
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