Business process models play an important role in the design and analysis of business operations. For this reason, many companies develop and maintain repositories in which models of business processes are centrally stored. In this talk, I will present analysis techniques for automatically extracting knowledge from such process repositories. The focus will be on leveraging these models for automatically identifying service candidates. Results are presented of applying these techniques on various process repositories from practice.