Methods, apparatus and articles of manufacture (e.g., physical storage media) to perform service specific route selection in communication networks are disclosed. Example route selection methods disclosed herein include determining respective component performance parameters for network components of a communication network based on a weighting profile associated with a first service from a plurality of different services for which traffic is to be routed in the communication network. Disclosed example route selection methods also include determining, based on the component performance parameters, respective path performance parameters for a plurality of candidate paths between two endpoints in the communication network. Disclosed example route selection methods further include selecting, based on the path performance parameters, a first one of the candidate paths to route traffic for the first service between the two endpoints.