1. A data mapping acceleration system comprising: a syntactic profile module, executed by a processor, to generate a syntactic profile of a data source to be mapped; a semantic classification module to generate a semantic classification of the data source; and a similarity module to evaluate the syntactic profile and semantic classification to determine an overall similarity between attributes of data from the data source for mapping the data source.