Aging-related diseases are closely associated with the state of inflammation, which is known as “inflammaging.” Senescent cells are metabolically active, as exemplified by the secretion of inflammatory cytokines, chemokines, and growth factors, which is termed the senescence-associated secretory phenotype (SASP). Epigenetic regulation, especially the structural regulation of chromatin, is closely linked to the regulation of SASP. In our previous study, the suppressor of variegation 3–9 homolog 1 (SUV39H1) was elucidated to interact with Lhx8 and determine the cell fate of mesenchyme stem cells. However, the function of SUV39H1 during aging and the underlying mechanism of its epigenetic regulation remains controversial. Therefore, the C57BL/6 J CAG-Cre; SUV39H1fl/fl knockout mice and irradiation-induced cellular senescence model were built in this study to deepen the understanding of epigenetic regulation by SUV39H1 and its relation to SASP. In vivo and in vitro studies demonstrated that SUV39H1 decreased with aging and served as an inhibitor of SASP, especially IL-6, MCP-1, and Vcam-1, by altering H3K9me3 enrichment in their promoter region. These results provide new insights into the epigenetic regulation of SASP.