China's manufacturing industry faces the reality predicament of product production， organizational governance， ecological construction and other dilemmas. The digital transformation could provide assistance to manage these paradoxical predicaments. Based on the analysis ideas of “paradoxical dilemma—paradoxical governance”， it explored the paradoxical governance process of digital transformation in the manufacturing industry. Based on the literature and “Lighthouse Factory” case study， it focused on the special attributes of manufacturing industry， explored the unique reality of three levels of manufacturing products， manufacturing enterprises and manufacturing industries faced with the dilemma and the solution. The results are as following. Manufacturing product level faces the paradoxical dilemma of “process—discrete” and “scale—customization”， manufacturing enterprise level faces the paradoxical dilemma of “centralization—distribution” and “product—service”， and manufacturing industry level faces the paradoxical dilemma of “competition—cooperation” and “dependence—self-construction”. Digital governance process of the six pairs of paradoxical dilemmas is deconstructed from three aspects of production transformation of products， strategic transformation of enterprises and ecological transformation of industries， and the means and effects of the governance of the six pairs of paradoxical dilemmas are refined accordingly. It also investigated the evolution of the paradoxes of manufacturing industry during the periods of start-up， transition and smooth in digital transformation. Drawing from the resource aggregation and capacity catalytic effect， it analyzed the stage leaping mechanism of digital transformation， clarified the dialectical relationship of the synergistic development of multiple pairs of paradoxical elements. It clarifies the specific performance， evolution process and dialectical relationship between multiple pairs of paradoxical dilemmas， and provides more explicit， clear and effective theoretical contributions and practical guidelines for the manufacturing industry.