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116   Building Big Data Applications





                                                  Opera onal
                                                 Data Swamp


                                                  Data Lakes


                                                  Data Hub





                                                  Analy cs




                                    FIGURE 6.2 Data in big data applications by size.




                                                   KPI's


                                                 Hierarchy
                                                   Drills

                                                  Subject
                                                   Area
                                                   Drills


                                                  Granular
                                                   Data



                                   FIGURE 6.3 Analytics from visualization perspective.

                management. The team required for this work is primarily data architects, analyt-
                ical architects, data modelers, data stewards, and implementation teams. The team
                will produce document from discovery and analysis to design and code, testing
                and cycles of agile release plans and integrated outcomes.
               Analytics visualizationdis an exercise of visualization with key performance in-
                dicators, it is a complex web of different aspects of a storyboard that need to be in-
                tegrated and driven with precision. The dashboards that this layer paints present
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