1. Presenter: Date: Note: Company: eMail: Twitter: Hans Hultgren June 5, 2014 Genesee Academy Hans@GeneseeAcademy.com gohansgo

2. Difficult to work with using standard Tools & Techniques * extremely large sets of data * data structured differently or complex * streaming & shape-shifting data Huge Data Volumes n-Structured & Very Complex Streaming & Shape-Shifting A B C 3. Schema on Read versus Schema on Write OK, but What is the common word? 4. #SchemaonRead in the world of Data Warehousing means the Metadata for the Schema must be persisted & historized. 5. We store the Data before we apply it to a Model or Schema. This can be in many different forms. Commonly Doc-Style or #NVP. H_Entity Flat File /Blob / Satellite This field has a listof attributes and maintains a onerecord for one instancerelationshipswith the hub Name Value Cust_ID 121202 Lname Lundquist Fname Carl Add 22 Bird St City NYC State NY Zip 98291 Bdate 10/9/1977 Cust_ID 123335 Lname Dahlgren Fname Eva Add 7 Academy NVP Satellite 6. Data Vault is well suited to this architecture since the #BackBone is separated from the Context. #CSF = Some BK related to data. 7. Presenter: Date: Note: Company: eMail: Twitter: Hans Hultgren June 5, 2014 Genesee Academy Hans@GeneseeAcademy.com gohansgo 8. Natural Business Correlation. Commonly related to a true business process. The relationship between relationships. Peter 9. Create the Link Relationship based on the Unit of Work #UOW 10. Then consider the Grain or Relationship between Relationships to refine 11. The SALE Hub in this case represents the business event driven UOW and is #Possessive of the Links 12. Presenter: Date: Note: Company: eMail: Twitter: Hans Hultgren June 5, 2014 Genesee Academy Hans@GeneseeAcademy.com gohansgo 13. Measure of ability to adapt to Change. or Overall Performance in adapting to Change. Data Warehosue Agility New and Changing Sources New Attributes and Mappings New and Changing Transformations New and Changing Requirements New and Changing Business Rules New Forms of Data (n-structured, etc.) New and Changing Deliveries Expanding Subject Areas 14. Facts about Agility in your Organization: An Automation Tool, A Modeling Approach, An Agile Aware & Trained Team, A Project Management Approach, or All of the above will not make you agile... 15. Agility in the Organization is a mindset, a paradigm and it must be in the #CompanyDNA People Process Tools Techniques Agile Organization AGILE DWBI = + 16. Observations and (other) Lessons Learned 1. DWBI #Maturity plays a big role in the success 2. Agile silos will pop up & can be very compelling 3. #Automation should be planned and purposeful 4. Agility in compromises Agility out (vice versa) 5. Beware of #Quick&Dirty solutions (they are both) 6. With DV: 1. #ThinkDifferently 2. Try It 3. Tune It 17. Presenter: Date: Note: Company: eMail: Twitter: Hans Hultgren June 5, 2014 Genesee Academy Hans@GeneseeAcademy.com gohansgo 18. Looking at other Forms of #Ensemble: Separating the things that change from the things that dont change. DataVault Anchor Head & Version Focal Point Hyper Agility 2G 2.06NF Temporal 19. Comparing other #Ensemble Forms: 20. Three Comparison Criteria. Plus the number of tables & the #BusinessKey Considerations 21. Three Comparison Criteria. Plus the number of tables & the Business Key Considerations Hub Anchor Focal 22. Observations and What have we Learned? 23. Presenter: Date: Note: Company: eMail: Twitter: Hans Hultgren June 5, 2014 Example for ReConnect Genesee Academy Hans@GeneseeAcademy.com gohansgo 24. IBM Reference models are based on an #Abstracted #InformationModel with common core concepts 25. The goal with the model is to capture the central #Meaning of the data for a particular industry and organization 26. The Data Vault Data Warehouse is ultimately a physical storage of the enterprise data with #DataBuckets created to hold data 27. The Concepts and Fields in the Reference Model can be #Mapped to the Tables and Attributes in the Data Vault model 28. #Lesson: Reference model is huge and complex #Lesson: Determining #Meaning is time consuming and must be #TimeBoxed