Date Warehouse

Date WarehouseHow could we implement DWH in BeDef

18 februari 2015MRC&I-CIS/S/Dat

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Goal of this briefingData Warehouse Design2

To identify the questions to tackle when implementing a DWH within BeDef and analyze a possible Proof Of Concept.

Table of ContentsScope of this briefingTypes of reportsData WarehousePerformanceMaintenanceChallenges for BeDefReporting toolHow to handle the project

Data Warehouse Design3

Scope of this briefingDWH design principlesWhat do we need?How can we implement it?


Types of reportsReports have different goalsDiscoveryAnalysisMonitoringPrediction


Types of reportsDiscoveryExtraction, sorting, presentation of selected dataCurrent implementation: 90%Ex:


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Types of reportsAnalysisPivottables, spreadsheets, graphsCurrent implementation: MinimalMostly some graphs or export to spreadsheetEx:


Types of reportsMonitoringKPI, Dashboards, balanced scorecardsCurrent implementation: MrMgt started with reports like thisHigh needsEx:


Types of reportsPredictionData mining, predictive modellingCurrent implementation: 0%Need is unknown


Data WarehouseWhatThe single organizational repository of enterprise wide data across many or all lines of business and subject areas.All data of BeDef (MR, HR, ) in one repositoryData Warehouse Design10

Data WarehouseInputsData coming from different DatasourcesStructured (from DB)Unstructured (files/sharepoint)


Data WarehouseOutputsStructured InformationAdapted to reporting needsPerformance of data delivery


DWH PerformancePerformance BI mainly dependent on DWHStorage modelDatabase modelInformational modelData Warehouse Design13

DWH Storage ModelHow the data is stored on logical drivesIn memory vs On DiskRow Based vs Column Based


Row basedEvery row of table stored on logical drivePointer to identify and retrieve rowsColumn basedEvery column stored on logical drivePointer to identify and retrieve columns

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DWH Storage ModelIn Memory vs On DiskWhich medium is used for the storageIn MemoryHigh I/O performanceHigh CostVolatile => not durableOn DiskLow I/O performanceLow Costdurable



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DWH Storage ModelRow vs Column BasedHow is the data grouped on storage?Row based

Column based

UserIdFirstNameLastNamePayment1JosVan Pimperzele202JefOostergast503KoenDemeester30

UserId123FirstNameJosJefKoenLastNameVan PimperzeleOostergastDemeesterPayment205030



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DWH Storage ModelRow vs Column BasedRetrieve Payment for JosRow based

Column based





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DWH Storage ModelRow vs Column BasedRetrieve Payment for JosRetrieve avg PaymentRow based

Column based





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DWH Database modelHow the data is structuredRelational model

Dimensional model


Nbr Days Call openCIDateMatManProcess


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DWH Database modelTransactionalAll queries possibleAggregate AnalyticalSpecific per queryAggregate RelationalDimensionalData Warehouse Design20

DWH Informational ModelHow the data is analyzedOLAP CubesNot a database modelMetaData model on top of dimensional model



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DWH MaintenanceMaintaining DWH comes at a costNew data sourcesNew needs in reportingChanges in datasourcesThe architecture of a DWH influences this cost Data Warehouse Design22

DWH Architecture ApproachesInmonKimball


DWH Architecture ApproachesInmonKimball

DepartementalNot normalizedBottom upDifficult to add projects

OrganizationalNormalizedTop downEasy to add projectsData Warehouse Design24

BI reporting tool requirementsManagement of reportsCreation of reportsCan handle analytical DBs (columnar/dimensional)Price


Challenges in BI within BeDefShift from discovery to analytical/monitoring reportsShift from relational to dimensional modelArchitecture choice[pers opinion]=>Inmon (or hybrid solution)Knowledge normalized relational model exist (XDE)Favorises discovery reports


Comments on handling projectWho chooses the path to followAll clients (eg MR should have their say)An intial choice is hard to override (eg Inmon/Kimball)XDE = Cross Domain Date ExploitationBottom-up approach Cross DomainBI reporting tool should not be the initial goal


Proposal action plan projectNeedsCurrent datamartCurrent reporting28Data Warehouse Design

Proposal action plan projectArchitecture

29Data Warehouse Design

Proposal action plan projectProof of Concept DWH30Data Warehouse Design

Proposal action plan projectProof of Concept reporting31Data Warehouse Design

(SpagoBI/JasperSoft/) = opensource31

Proposal TimeLine PoCData Warehouse Design32

DP1 do we continue to look for a dwh or does DGHR all the workDP2 PoC which datasource + what do we want to do with itDP3: is the PoC => next stepsDP4: who what when for real project32

Data Warehouse future ProjectData Warehouse Design33

XDE current situationData Warehouse Design34

Widescreen Test Pattern (16:9)

Aspect Ratio Test

(Should appear circular)16x9

4x3Data Warehouse Design35

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Sheet1tablefieldtypepresteptablefieldtyperefered tableemsot_callCall_idint(10) unsignedems_ot_all_ot_callscallIDint(10)01on1emsot_callCall_UniqueIdint(11)ems_ot_all_ot_callscallNumbervarchar(11)01on1emsot_callCall_Numbervarchar(45)ems_ot_all_ot_callscallTitlevarchar(254)01on1emsot_callCall_Titlevarchar(255)ems_ot_all_ot_callscallDescriptionlongtext01on1emsot_callCall_Descriptionvarchar(1570)ems_ot_all_ot_callscallCreationDTGdatetime01on1emsot_callCreationDatedatetimeems_ot_all_ot_callscallTypevarchar(1)LU1onDistant1emsot_callProcess_idint(10) unsignedemsot_processems_ot_all_ot_callscallClassificationCodevarchar(254)LU1onDistant1emsot_callClassification_idint(10) unsignedemsot_classificationems_ot_all_ot_callscallCIIDint(10)LU1onDistant1emsot_callCI_idint(10) unsignedemsot_ciems_ot_all_ot_callscallStatevarchar(254)LU1onDistant1emsot_callState_idint(10) unsignedemsot_stateems_ot_all_ot_callscallReportingPersonvarchar(254)LU1onDistant1emsot_callReportingPerson_idint(10) unsignedldap_personems_ot_all_ot_callscallSitevarchar(3)1on0---ems_ot_all_ot_callscallApplicantGroupvarchar(254)LU1onDistant1emsot_callApplicantWG_idint(10) unsignedemsot_wgems_ot_all_ot_callscallApplicantvarchar(254)LU1onDistant1emsot_callApplicantPerson_idint(10) unsignedldap_personems_ot_all_ot_callscallSolutionCodevarchar(254)1onDistant1emsot_callCall_Solution_idint(10) unsignedems_ot_all_ot_callscallSolutionDescriptionlongtextems_ot_all_ot_callscallResponsibleGroup
Beirens Gregory: Beirens Gregory:original group is not in call_assignmentsvarchar(254)ems_ot_all_ot_callscallResponsiblePersonvarchar(254)emsot_callCall_Closure_idint(10) unsignedems_ot_all_ot_callscallEnvironmentvarchar(254)emsot_call_assignments_wgCall_idint(10) unsignedems_ot_all_ot_callscallRegistredVersionvarchar(254)emsot_call_assignments_wgAssignedWG_idint(10) unsignedems_ot_all_ot_callscallSolutionVersionvarchar(254)emsot_call_assignments_wgFromDatedatetimeems_ot_all_ot_callscallPriorityvarchar(50)emsot_call_assignments_wgEndDatedatetimeems_ot_all_ot_callscallAssigmentDTGdatetimeemsot_call_assignments_wgResponsiblePerson_idint(10) unsignedems_ot_all_ot_callscallSolvedDTGdatetimeemsot_call_closureCall_Closure_idint(10) unsignedems_ot_all_ot_callscallPlannedDTGdatetimeemsot_call_closureClosureDatedatetimeems_ot_all_ot_callscallStartSLODTGdatetimeemsot_call_closureClosureCode_idint(10) unsignedems_ot_all_ot_callscallSLODTGdatetimeemsot_call_has_commentCall_idint(10) unsignedemsot_call_has_commentComment_idint(10) unsignedemsot_call_solutionCall_Solution_idint(10) unsignedems_ot_all_ot_callscallClosureCodevarchar(254)emsot_call_solutionDescriptionvarchar(45)ems_ot_all_ot_callscallMasterChangeint(10)emsot_call_solutionSolutionCode_idint(10) unsignedems_ot_all_ot_callscallMasterOrRelatedIncidentint(10)emsot_call_solutionSolutionDatedatetimeems_ot_all_ot_callscallCommentslongtextemsot_ciCI_idint(10) unsignedems_ot_cisUniqueIDint(10)emsot_ciCI_UniqueIdint(10) unsignedems_ot_cisDomainvarchar(254)emsot_ciCI_Namevarchar(255)ems_ot_cisSubdomainvarchar(254)emsot_ciMatMan_idint(10) unsignedems_ot_cisCategoryvarchar(254)emsot_ciAsset_idint(10) unsignedems_ot_cisAssetvarchar(254)emsot_ciGenericCI_idint(10) unsignedems_ot_cisScanDatedatetimeemsot_ciCategory_idint(10) unsignedems_ot_cisCINamevarchar(254)emsot_classificationClassification_idint(10) unsignedems_ot_cisMatManvarchar(254)emsot_classificationClassification_Namevarchar(45)ems_ot_cisExpertvarchar(254)emsot_closurecodeClosureCode_idint(10) unsignedems_ot_cisFHDvarchar(254)emsot_closurecodeClosureCode_Namevarchar(45)ems_ot_cisURLvarchar(254)emsot_commentComment_idint(10) unsignedems_ot_cisCurrentVersionvarchar(254)emsot_commentdatedatetimeems_ot_cisGenericCIAssetvarchar(254)emsot_commenttextvarchar(1570)ems_ot_cisGenericCINamevarchar(254)emsot_commentPerson_idint(10) unsignedems_ot_cisGenericCIUniqueIDint(10)emsot_processProcess_idint(10) unsignedems_ot_cisGenerictinyint(1)emsot_processProcess_Namevarchar(45)ems_ot_quadrupletsUniqueIDint(10)emsot_processProcess_abbreviationvarchar(1)ems_ot_quadrupletsGenericCINamevarchar(254)emsot_quadrupletQuadruplet_idint(10) unsignedems_ot_quadrupletsGenericCIAssetvarchar(254)emsot_quadrupletSLOint(11)ems_ot_quadrupletsGenericCIUniqueIDint(10)emsot_quadrupletCI_idint(10) unsignedems_ot_quadrupletsProcessvarchar(254)emsot_quadrupletProcess_idint(10) unsignedems_ot_quadrupletsClassificationCodevarchar(254)emsot_quadrupletClassification_idint(10) unsignedems_ot_quadrupletsSolutionCodevarchar(254)emsot_quadrupletSolutionCode_idint(10) unsignedems_ot_quadrupletsSLOsmallint(5)emsot_solutioncodeSolutionCode_idint(10) unsignedems_ot_workgroupsUniqueIDint(10)emsot_solutioncodeSolutionCode_Namevarchar(45)ems_ot_workgroupsNumbervarchar(11)emsot_stateState_idint(10) unsignedems_ot_workgroupsTitlevarchar(254)emsot_stateState_Codevarchar(45)ems_ot_workgroupsADGroupvarchar(254)emsot_stateDescriptionvarchar(255)ems_ot_workgroupsEmailvarchar(254)emsot_wgWG_idint(10) unsignedems_ot_all_ot_assignmentsCallIDint(10)emsot_wgWG_UniqueIdint(11)ems_ot_all_ot_assignmentsNewValuelongtextemsot_wgWG_Numbervarchar(45)ems_ot_all_ot_assignmentsFromDatedatetimeemsot_wgWG_titlevarchar(150)ems_ot_all_ot_assignmentsToDatedatetimeemsot_wgGroup_idint(11)ldap_personPerson_idint(10) unsignedldap_personFirstNamevarchar(150)ldap_personLastNamevarchar(150)ldap_personLDAP_EmployeeIDvarchar(45)ldap_personEmployeeTypevarchar(2)ldap_personSamAccountNamevarchar(255)ldap_personMailAddressvarchar(255)ldap_personDNvarchar(500)ldap_personOU_idint(10) unsigned

Sheet2tablefieldtypepresteptranslationems_ot_all_ot_callscallIDint(10)callsems_ot_all_ot_callscallNumbervarchar(11)callsems_ot_all_ot_callscallTitlevarchar(254)callsems_ot_all_ot_callscallDescriptionlongtextcallsems_ot_all_ot_callscallCreationDTGdatetimecallsems_ot_all_ot_callscallTypevarchar(1)callsems_ot_all_ot_callscallClassificationCodevarchar(254)callsems_ot_all_ot_callscallCIIDint(10)callsems_ot_all_ot_callscallStatevarchar(254)callsems_ot_all_ot_callscallReportingPersonvarchar(254)callsems_ot_all_ot_callscallSitevarchar(3)ems_ot_all_ot_callscallApplicantGroupvarchar(254)callsems_ot_all_ot_callscallApplicantvarchar(254)callsems_ot_all_ot_callscallSolutionCodevarchar(254)callsems_ot_all_ot_callscallSolutionDescriptionlongtextsolutionems_ot_all_ot_callscallResponsibleGroup
Beirens Gregory: Beirens Gregory:original group is not in call_assignmentsvarchar(254)ems_ot_all_ot_callscallResponsiblePersonvarchar(254)ems_ot_all_ot_callscallEnvironmentvarchar(254)ems_ot_all_ot_callscallRegistredVersionvarchar(254)ems_ot_all_ot_callscallSolutionVersionvarchar(254)ems_ot_all_ot_callscallPriorityvarchar(50)ems_ot_all_ot_callscallAssigmentDTGdatetimeems_ot_all_ot_callscallSolvedDTGdatetimeems_ot_all_ot_callscallPlannedDTGdatetimeems_ot_all_ot_callscallStartSLODTGdatetimeems_ot_all_ot_callscallSLODTGdatetimeems_ot_all_ot_callscallClosureCodevarchar(254)ems_ot_all_ot_callscallMasterChangeint(10)ems_ot_all_ot_callscallMasterOrRelatedIncidentint(10)ems_ot_all_ot_callscallCommentslongtextems_ot_cisUniqueIDint(10)ems_ot_cisDomainvarchar(254)ems_ot_cisSubdomainvarchar(254)ems_ot_cisCategoryvarchar(254)ems_ot_cisAssetvarchar(254)ems_ot_cisScanDatedatetimeems_ot_cisCINamevarchar(254)ems_ot_cisMatManvarchar(254)ems_ot_cisExpertvarchar(254)ems_ot_cisFHDvarchar(254)ems_ot_cisURLvarchar(254)ems_ot_cisCurrentVersionvarchar(254)ems_ot_cisGenericCIAssetvarchar(254)ems_ot_cisGenericCINamevarchar(254)ems_ot_cisGenericCIUniqueIDint(10)ems_ot_cisGenerictinyint(1)ems_ot_quadrupletsUniqueIDint(10)ems_ot_quadrupletsGenericCINamevarchar(254)ems_ot_quadrupletsGenericCIAssetvarchar(254)ems_ot_quadrupletsGenericCIUniqueIDint(10)ems_ot_quadrupletsProcessvarchar(254)ems_ot_quadrupletsClassificationCodevarchar(254)ems_ot_quadrupletsSolutionCodevarchar(254)ems_ot_quadrupletsSLOsmallint(5)ems_ot_workgroupsUniqueIDint(10)ems_ot_workgroupsNumbervarchar(11)ems_ot_workgroupsTitlevarchar(254)ems_ot_workgroupsADGroupvarchar(254)ems_ot_workgroupsEmailvarchar(254)ems_ot_all_ot_assignmentsCallIDint(10)ems_ot_all_ot_assignmentsNewValuelongtextems_ot_all_ot_assignmentsFromDatedatetimeems_ot_all_ot_assignmentsToDatedatetime

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