Managing complex and dynamic construction projects is challenging as it relies highly on the real-time communication and seamless coordination of numerous 'things' and people that are spatially and temporally distributed at a massive scale. To deal with the associated challenges, various concepts, including internet of things (IoT), cyber-physical systems (CPS), and smart construction objects (SCOs), have been explored in construction. Amidst the increasing overlap and merger of principles among these three pervasive technologies is that clearly narrow definitions and isolated development of each field are no longer appropriate. It is, therefore, opportune for this study to explore and propose a deployment framework that integrates IoT, CPS, and SCOs, with a view to achieving greater synergy that could expedite their holistic implementation. It does so by adopting a mixed methods approach with literature review, technological analyses, case studies, and action research at the core. This deployment framework encompasses the key components of each technology (i.e. the three core properties of SCOs, the bi-directional information flow in CPS, and the extensiveness of devices and networking in IoT) in an interconnected structure while enabling the uniqueness of each technology to be evident. In addition, example application scenarios are described to demonstrate the applicability of the proposed framework in real-life practice. This study contributes to the body of knowledge by presenting a taxonomy that clarifies the similarities and differences between IoT, CPS, and SCOs when applied to the construction industry. The integrated deployment framework can be used to guide further theoretical explorations on the synergistic effects of IoT, CPS, and SCOs, and enriched with practical cases to facilitate construction project management.