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Feature component maps describe which components are needed to implement a particular feature and are used early in processes to develop a product line based on existing assets. This paper describes a new technique to derive the feature component map and additional dependencies utilizing dynamic information and concept analysis. The method is simple to apply, cost-effective, largely language independent, and can yield results quickly and very early in the process.