(1) Background: Jiyuan 531 Project is a three-line construction constructed by the state from 1970 to 1975, which occupies a large area with complex and diverse types, but there is a lack of analysis of its landscape spatial pattern, and even a lack of ways to protect and update its utilization. (2) Methods: Through the national geographic information public service platform to collect its geographic coordinates and satellite images combined with on-site investigation and literature collection, the use of ArcGIS to analyze the horizontal and vertical distance measurement between the factory, living area, mountains, water system, villages, farmland. (3) Results: The overall spatial distribution pattern of “mountain-water-factory-village-cropland” is found to be embedded and cohesive, which reveals the “Peach Blossom Garden” landscape spatial imagery. (4) Conclusions: In the context of urban stock renewal, combined with the overall thinking system of Jiyuan urban development and construction, and with reference to other cases of excellent industrial heritage protection and utilization, three modes are proposed to explore the functional reorganization and structural optimization of the 531 industrial heritage, landscape protection and precise design at the macro, meso and micro levels, so as to realize the comprehensive benefits of the economy, society, culture and environment in the region.