In the context of the digital era, industry-education integration in application-oriented universities is undergoing significant transformation. This study conducts a multidimensional deconstruction of such integration using the Technology-Organization-Environment (TOE) framework. Throughout the digital transformation process, challenges persist across various dimensions: technologically, characterized by inadequate digital infrastructure and the prevalence of "data silos"; organizationally, ref