Abstract: This paper systematically studies the upgrading of agricultural industrial clusters in Anhui Province, introduces the connotation of agricultural industrial clusters, takes Shexian County as an example, analyzes the upgrading mechanism of agricultural industrial clusters, and puts forward a feasible scheme to effectively construct the upgrading of agricultural industrial clusters, so as to ensure the sustainable and benign development of local agriculture.