The present survey deals with the recent research in side channel analysis and related attacks on implementations of cryptographic primitives. The focus is on software contermeasures for primitives built around algebraic groups. Many countermeasures are described, together with their extent of applicability, and their weaknesses. Some suggestions are made, conclusion are drawn, some directions for future research are given. An extensive bibliography on recent developments concludes the survey.