Have not read yet, but starts at some of the right issues.
The Seven Tenets of Scalable Data Unification
by Michael Stonebraker, Chief Technology Officer, Tamr Inc.
Executive Summary
This paper defines the concept and process of data unification and compares different technical approaches to achieving the desired end-state of clean, accurate, consolidated data sets. It then proposes seven tenets that must be considered by data management practitioners who seek to unify large volumes and varieties of data. .... "
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