CXC chemokine ligand 12 (CXCL12) is a kind of small molecular polypeptide substance that can move cells towards specific parts. It is widely distributed in heart, skeletal muscle, liver, brain and so on. Current studies believe that CXCL12 plays a role in the formation and progression of cardiovascular diseases by binding to CXC chemokine receptor 4 (CXCR4) and atypical chemokine receptor 3 (ACKR3), but the mechanism is not very clear, and even some contrary experimental results appear. This review mainly discusses the role of CXCL12-CXCR4/ACKR3 axis in atherosclerosis, myocardial infarction, and myocardial remodeling, in order to explore the inflammatory mechanism in the development of coronary heart disease and provide a basis for further research of clinical drugs.