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Industrial prosperity is the foundation of rural revitalization. Taking the 552 agricultural industry demonstration towns (AIDTs) as the research object, this paper explores the spatial layout and influence mechanism of AIDTs in China. The research is of great significance to the layout of China's agricultural industry and the revitalization of the rural agricultural industry. This paper adopts the ArcGIS 10.3 spatial analysis method to reveal the spatial distribution characteristics, density characteristics, spatial complexity, and spatial correlation of AIDTs in China. (1) The spatial distribution of AIDTs tends to be condensed distribution with remarkable spatial differentiation. (2) The kernel density of China's AIDTs is characterized by multiple independent mononuclear centers, secondary centered bands, and sporadic distribution. (3) The AIDTs system is characterized by scaleless areas, significant fractal features, and complexity of spatial structure. (4) The AIDTs belong to positive spatial correlation present different patterns of cold and hot spots with the more concentrated spatial distribution. The research indicates that the spatial distribution pattern of China's AIDTs is highly consistent with the distribution of major grain-producing areas. It is mainly determined by factors such as good natural conditions, convenient water resources, and good regional advantages and continuously implemented agricultural industry reform. With the "three changes" reform (i.e. change resources into assets, funds into shares, and farmers into shareholders) proposed by Liupanshui City in Guizhou Province in March 2015 as a strategy, take the agricultural industry scale development model and adheres to the guidance of the agricultural industry to contribute to rural revitalization. The research results are of essential guiding significance for China's agricultural industry reform, agricultural economic development, rural revitalization, and the characteristics of agricultural industry layout. [ABSTRACT FROM AUTHOR]