Saumya Chaki is a principal consultant with the business intelligence practice at PwC India. He has 12 years experience in IT consulting specializing in DW and BI strategy. His interest areas include data architecture, data governance and data quality, MDM, business intelligence ROI and Web semantics. He can be reached at