Chronic heart failure (CHF) is the final stage of heart disease and is caused by various factors. Unfortunately, CHF has a poor prognosis and a high mortality rate. Recent studies have found that aging is a significant risk factor for the development of CHF and that cellular senescence plays a vital role in its development. This article reviews different types of cellular senescence, mitochondrial dysfunction in senescent cells, autophagy in senescent cells,and senescence-associated secretory phenotype (SASP), and epigenetic regulation, to provide new perspectives on the research and treatment of CHF.