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GENESEE ACADEMY, LLC
2012
Authored by: Hans Hultgren
DATA VAULT MODELING GUIDE
Introductory Guide to Data Vault Modeling

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DATA VAULT MODELING GUIDE | 5/15/2012
DATA VAULT MODELING GUIDE
Introductory Guide to Data Vault Modeling
F o rward
Data Vault modeling is most compelling when applied to an enterprise data warehouse
program (EDW). Several key decisions concerning the type of program, related projects, and
the scope of the broader initiative are then answered by this designation. In short, the
organization contemplating this initiative is committing to an integrated, non-volatile, time
variant and business key driven data warehouse program.
The data vault principles are specifically well suited for such a program and – when applied
consistently – can provide the organization with some very compelling benefits. These
include auditability, agility, adaptability, alignment with the business, and support for
operational data warehousing initiatives.
To gain these benefits however, the organization will need to commit to both EDW program
level factors as well as specific data vault modeling patterns, rules and methods. This guide
presents data vault modeling in the context of the EDW.

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DATA VAULT MODELING GUIDE | 5/15/2012
Index
FORWARD................................................................................................................................1
INDEX .....................................................................................................................................2
THE EDW PROGRAM .................................................................................................................3
THE DATA VAULT FUNDAMENTALS................................................................................................4
MODELING WITH THE DATA VAULT ...............................................................................................6
THINK DIFFERENTLY...................................................................................................................7
THE BUSINESS KEY .....................................................................................................................9
BUSINESS KEY ALIGNMENT ......................................................................................................... 10
ARCHITECTURE ....................................................................................................................... 12
SAMPLE DATA VAULT MODEL..................................................................................................... 13
HYBRID TABLES ....................................................................................................................... 14
APPLYING THE DATA VAULT ...................................................................................................... 14
FINAL NOTE ........................................................................................................................... 15

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DATA VAULT MODELING GUIDE | 5/15/2012
The EDW P rogram
The Enterprise Data Warehousing (EDW) Program represents the ongoing data warehousing
activities of the organization. These activities will include the maintenance functions of the
data warehouse in addition to the continuous flow of incremental projects related to the
enterprise data warehouse. These incremental projects are comprised of
a) Adapting to new data sources from internal new systems, external integrations,
and from acquisitions, and
b) Absorbing changes to existing sources including new tables, new attributes, new
domain values, new formats and new rules, and
c) Adapting to new business rules concerning the alignment, grain, cardinality and
domain values of business keys as well as changes to the relationships between
them, and
d) Accommodating new downstream delivery requirements including new subject
areas, new business rules, additional regulatory and other compliance reporting
and changes to operational latency requirements.
For this reason, the EDW itself is not designated a “project” (there is no discernable
beginning and end, and no pre-determined set of specific goals).
In a broader sense, this program can be defined as the BI Function or BI Program within an
organization. To be clear however, this is not simply the group that owns the OLAP tools.
This is the higher level view of all data warehousing and business intelligence (DWBI) within
the organization which includes the business intelligence competency center or BICC, the
EDW or CDW team, the related governance components and the environment both technical
and organizational. The success of a DWBI program depends on an organizational
commitment and a corporate BI culture.
It is precisely in this context where the data vault approach is the most valuable. So the
Data Vault EDW is defined first and foremost by the enterprise wide, long term DWBI
program – from a technical architecture perspective and from an organizational cultural
alignment perspective as well.
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