Abstract: In this project, we are creating a mechanism for efficient retrieval of the document using fingerprint & data mining over the cloud. Fingerprint is a technology that helps to find information similar to the reference data by some criteria (features). It is used for tracking the fact of illegal copying of multimedia or electronic documents. The basic algorithm of a “fingerprint” is the statistical evaluation of different features in document mapping, the presence of characteristic elements, and frequently encountered character combinations. Digital fingerprints are very sensitive even to the trivial replacement of symbols in text. In this project we propose the fuzzy search algorithm application in digital fingerprinting technology to fix some of the Fingerprint shortcomings for document mapping.