Like with many other concepts, the theoretical ideas regarding how data warehouses should be organized are rarely followed in real-life systems. The notion of data warehouses as storage for historical, rarely or never changing records used for summary reports, slicing and dicing, and trend analysis do not reflect the most common business needs. In this tutorial, we will closely examine existing business demands and discuss how to support them.