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124  Part II  •  Descriptive Analytics


                                     (a) Independent Data Marts Architecture

                                                         ETL
                                                                                                    E
                                                                                                    End-usernd-user
                                        Source         Staging         Independent data marts
                                                                                                   a a access and
                                        systems         area          (atomic/summarized data)     access and
                                                                                                   app
                                                                                                   a applicationstitii
                                                                                                   applications
                                                                                                   a applications
                                                                                                   applications
                                                                                                   app
                                                                                                    pp cat oslicationslilili
                                                                                                   app
                                                                                                   a a a applications
                                                                                                   a applications
                                     (b) Data Mart Bus Architecture with Linked Dimensional Data Marts
                                                         ETL
                                                                          Dimensionalized
                                                                                                    E
                                        Source         Staging          data marts linked by        End-usernd-user
                                                                                                   access and
                                        systems         area           conformed dimensions        a access and
                                                                                                   a applications
                                                                                                   app
                                                                                                   a applications
                                                                                                   applicationspppppplicationslilili
                                                                                                   a applicationstitii
                                                                                                   a a a applications
                                                                      (atomic/summarized data)     applications
                                      (c) Hub-and-Spoke Architecture (Corporate Information Factory)
                                                         ETL
                                                                                                    End-usernd-user
                                                                                                    E
                                        Source         Staging          Normalized relational
                                                                                                   a acc
                                        systems         area           warehouse (atomic data)     access andess and
                                                                                                   a applicationstii
                                                                                                   applications
                                                                                                   a applications
                                                                                                   a applications
                                                                                                   applicationspppppplicationslili
                                                                                                   app
                                                                                                   applications
                                                                                                   a a a a a applications
                                                                                   Dependent data marts
                                                                               (summarized/some atomic data)
                                     (d) Centralized Data Warehouse Architecture
                                                         ETL
                                                                                                    End-usernd-user
                                        Source         Staging          Normalized relational       E
                                                                                                   access and and
                                        systems         area          warehouse (atomic/some       a access
                                                                                                   a applicationstitii
                                                                                                   applicationspppppplicationslilili
                                                                                                   a applications
                                                                                                   a a a applications
                                                                                                   a applications
                                                                                                   applications
                                                                         summarized data)          app
                                     (e) Federated Architecture
                                                                       Data mapping/metadata
                                         Existing data warehouses     Logical/physical integration  E End-usernd-user
                                                                                                   a access and
                                             Data marts and           of common data elements      access and
                                                                                                   applicationstii
                                                                                                   a applications
                                                                                                   applications
                                                                                                   a app
                                                                                                   applicationslicationslicationslili
                                                                                                   a applications
                                             legacy systems                                        a applications
                                                                                                   a a applications
                                                                                                   app
                                    figure 3.7  Alternative Data Warehouse Architectures.  Source: adapted from t. ariyachandra and
                                    h. Watson, “Which Data Warehouse architecture Is Most Successful?” Business Intelligence Journal,
                                    Vol. 11, No. 1, First Quarter, 2006, pp. 4–6.
                                         of all organizational units. This centralized approach provides users with access to
                                         all data in the data warehouse instead of limiting them to data marts. In addition,
                                         it reduces the amount of data the technical team has to transfer or change, there-
                                         fore simplifying data management and administration. If designed and implemented
                                         properly, this architecture provides a timely and holistic view of the enterprise to
           M03_SHAR9209_10_PIE_C03.indd   124                                                                     1/25/14   7:36 AM
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