Abstract: Privacy preserving has becomes important issue in the past decade due to the immergence of various data mining techniques. Privacy preserving data mining has become extremely essential because it allows sharing of critical data for analysis purposes. The availability of personal data has made the problem of privacy preserving data mining very critical. This paper aims at giving an overview into data mining and the concept of privacy preserving. It gives an insight in to privacy preserving models, framework and techniques.