Very good article. Like anything else good database design must take into account the nature of the applications that will use it. That said, sometimes full normalization brings with it performance penalties. In my experience databases supporting Business Intelligence activities (BI a.k.a. "data warehouses" in previous lives) require some degree of denormalization to perform optimally. Test, test, test and denormalize if necessary.