Background and Purpose Infertility due to age-related uterine dysfunction has become a significant global challenge. Cellular senescence and impaired decidualization in endometrial stromal cells (ESCs) are critical contributors to age-related fertility decline. Chlorogenic acid (CGA), a phenolic compound with proven anti-aging properties, has demonstrated potential therapeutic effects. However, its role in ESC senescence and decidualization remains unclear. Experimental Approach Network pharmacology and molecular docking approaches were employed to identify molecular targets of CGA and interactions among them. In vitro studies using senescent ESCs evaluated the effects CGA on cellular proliferation, senescence markers, mitochondrial biogenesis, and signaling pathways (mTOR/AKT/AMPK/SIRT1). Aged female mice were treated with CGA, and uterine tissues were analyzed histologically and molecularly to assess its anti-aging effects. Key Results CGA enhanced ESC proliferation, reduced senescence markers (P16, P21, SA-β-Gal), and promoted decidualization by increasing PRL, IGFBP1, and FOXO1 expression. CGA also restored mitochondrial biogenesis through the activation of SIRT1, AMPK, and PGC1α. Network pharmacology and docking studies identified mTOR and AKT as key targets, and CGA’s strong binding affinity to mTOR was supported by reduced mTOR phosphorylation in vitro and in vivo. In aged mice, CGA improved uterine morphology, reduced senescence markers, and partially restored reproductive parameters. Conclusions and Implications CGA alleviates senescence and enhances decidualization in ESCs via the mTOR/AKT signaling pathway. These findings suggest CGA as a promising senotherapeutic agent for addressing age-related infertility by improving uterine health and function.