In order to support the end-to-end timing analysis at various abstraction levels and development phases, the end-to-end timing models should be extracted from models of the applications in such a way that they are interoperable. We discuss the challenges and issues that are faced when the timingmodels are extracted at various abstraction levels during model-and component-based development ofvehicular distributed embedded systems. We also present preliminary guidelines and solutions to address these challenges.