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Francesco Puppini & Bill Inmon

Building the Unified Star Schema

The Data (or Information) Mart used in a Data Vault implementation often use the Kimball Dimensional Modelling techniques. The star schema approach is easy to use. But the Kimball approach has a big limitation: it does address what happens when a query involves multiple fact tables. How do we merge two star schemas? It usually results in an “ad-hoc approach”, where a data analyst writes an SQL query, specific for a business requirement. But this means that the business users do not have full access to a self-service analytics experience: for every new requirement they need to go through a data expert. What if we could build a special data structure that involves all the required facts and dimensions, all connected together in a single star schema, easy to use, and always available for self-service analytics?

Subsequent to this presentation Francesco and Bill’s book “The Unified Star Schema: An Agile and Resilient Approach to Data Warehouse and Analytics Design” is now available on Amazon and at https://technicspub.com/uss/.


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Unifying Your Data Model

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Integrating Fact and Dimension

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Optimizing Analytics Performance

Introducing the Presenter

Francesco Puppini & Bill Inmon

Francesco Puppini is an Italian freelance consultant in Business Intelligence and Data Warehousing. He has worked on over 30 different projects across 10 Countries of Europe, for clients from several industry sectors. He is currently working as a Qlik specialist, after 19 years spent on Business Objects, SQL, Teradata and Data Modelling.

Francesco Puppini





Bill Inmon






Bill Inmon and Francesco Puppini: "Building the Unified Star Schema"

Special guests Francesco Puppini and Bill Inmon joined a virtual meeting of the User Group to give us a preview of their new book "Building the Unified Star Schema". A short 30 minute recording is now available.

Bill Inmon, regarded as the father of the data warehouse, gives an introduction to the issues resulting from a proliferation of data marts around data warehouses. Then Francesco Puppini, a freelance consultant in business intelligence and data warehousing, presents in detail the...

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