CIOs are in a difficult position. The demands for operational efficiencies and improved enterprise data warehouse (EDW) seem to be odds. Enterprise data warehouse (EDW) users continually seek better ways to describe data, challenging EDW platforms to deliver highly specific data views that meet end user requirements. Canonical, top-down enterprise views may not satisfy requests for more specifically described data, and too often fail to meet end user expectations.