SCM has been broadly practised by many organisations; therefore, there is a need for a comprehensive review to reflect performance in new business environments. This article reviews SCPMSs, models and frameworks developed in certain databases, such as ISI and Scopus, from 1998 to 2015 and surveys the applied approaches, techniques and performance measurement. This research is bound to prompt more interest in the area of performance measurement in SCM. The organisation of the paper is as follows. Section 2 describes the methodology used to conduct the review. The approaches applied in advancing SCPMSs are discussed in Section 3. Section 4 provides an overview of the techniques used in SCPMSs. A discussion on the most applied approaches, techniques and criteria in SCPMSs and their limitations is presented in Section 5. Finally, Section 6 concludes the paper and ends with a few significant suggestions for future research directions.