An approach is provided for optimizing data (e.g., media) transfer. Retrieval is initiated for information relating to transfer of media to one or more devices. It is determined whether a particular media that is to be transferred to the one or more devices is new to the one or more devices using the retrieved information. Transfer of the particular media to the devices is initiated in which the particular media is determined to be new.