With regards to Industry 4.0, integrated supply chain performance measurement system (SCPMS) is paramount for an efficient supply chain management (SCM) at inter-organizational and beyond-the-boundary processes. The recent technological innovations (internet of things (IoTs), big data, and web-based communication systems) revamp the SCPMS through effective data collection, information sharing, and framework integration among the different SC partners in developed countries. However, the research addressing the obstacles facing by developing countries is limited. During this study, a systematic review of available academic literature about the SCPMS, framework approach/techniques, SCPMS and technology, and constraints faced during its adoption is performed. A set of 56 articles are selected spanning over one decade (2011-2020) to grasp the understanding of trends and recent developments in SCPMS globally. Moreover, future research areas are identified, and research agenda is presented for Pakistan industrial sector – a representation of an developing world.