This overview highlights the relevance of Privacy Enhancing Techniques (PETs) in the context of e-Health. A number of validated privacy protecting techniques is briefly presented. The implementation of such PETs could provoke, for a number of applications, a shift in paradigm, namely from "Privacy through Security" to "Security through Privacy".