Today, commercial pricing success demands new ways of managing data. Pricing organizations are tasked with managing increasingly large and complex data sets coming from diverse sources that change rapidly. As a result, there is a failure to operationalize pricing strategy over a long-term horizon. Pricing organizations can no longer rely on spreadsheets, custom software tools, and empirical observation to properly manage the complexity and challenges on the road to creating sustained success.