This paper is devoted to the study of industrial heritage landscape reconstruction from the perspective of cultural memory. Taking the industrial landscape reconstruction design of Baoji Shenxin Yarn Factory as an example, the historical value will be excavated and extended in all directions. Combining the traditional concept of industrial heritage, historical and cultural status, site composition and development trend, the stage industrial heritage will be presented. The problems existing in the landscape renovation, and systematic analysis, elaboration and summary of the overall environmental characteristics of Shenxin Yarn Factory. This research combines the heritage itself with landscape planning and design, comprehensively utilizes the advantages of industrial heritage resources in combination with the design principles of protection, harmony and utilization, and combines with the development of sustainable tourism to protect the construction and art of China’s industry and achieve industrialization. The value of the heritage is maximized, and the trinity of heritage landscape, economy and environment is coordinated towards the diversification of ecological, functional, practical, economic, cultural and aesthetic.