With the usage of technologies like the Internet of Things and Cloud, spanning across the spectrum of manufacturing, production and distribution, typical supply chain management (SCM) systems rely on a multitude of services for support. The aim of this paper is to present an integrated system microservice architecture and implementation, consuming and semantically annotating data feeds from online systems, while performing post-processing tasks such as supply chain monitoring, goods location analysis and estimated delays. Suitable application code programmed through intuitive workflow-programming based structures is also injected while the approach is validated through a set of deployment scenarios. Keywords: Internet of Things, Supply chain management, Cloud computing, Semantics, Microservices