In the face of evolving digital technologies, all industries have undergone radical changes. Similarly, the construction industry needs to apply digital technology to improve the existing Supply Chain (SC), which has problems such as the inefficient collaboration among various links, the poor ability to cope with risks, the higher costs, the waste of resources and pollution, etc., and to adapt to the development of the digital era. Prefabricated Construction (PC), with their advantages of having a high efficiency and being energy-saving, can help improve the above problems and promote the sustainable development of the construction industry. Therefore, this review uses a combination of scientific bibliometrics and a qualitative analysis to search a total of 129 works of literature on the application of digital technologies in Prefabricated Construction Supply Chain Management (PCSCM) for the period of 2015–2024 included in the Web of Science, Scopus, and PubMed databases. After visualization and analysis in Citespace v6.3.1.0 and VOSviewer v1.6.20.0, it was found that most of the literature focuses on the economic benefits of cost reduction and efficiency, while there are fewer studies on the topic of sustainable development. Therefore, this study summarizes the current status of the application of digital technologies in PCSCM, addressing the lack of attention to environmental benefits in the existing studies and the limitations of the current research. Creatively, it proposes recommendations that will help PCSCM achieve sustainable development in the future, and points out that the construction industry must break through the limitation of focusing only on its own economic interests to realize the vision of a harmonious coexistence between human beings and nature.