ISODON JAPONICUS VAR: glaucocalyx has demonstrated significant antitumor effects, although the underlying mechanisms remain unclear. Through the integration of network pharmacology and cellular metabolomics, this study investigated the mechanism by which its primary active component, glaucocalyxin A (GLA), inhibits non-small cell lung cancer (NSCLC). The research identified α-linolenic acid metabolism as a key pathway through which GLA exerts its therapeutic effects on NSCLC, and pinpointed critical targets, including PTGS2, PLA2G15, and EGFR. Molecular docking results revealed that GLA exhibits strong binding affinity to these core targets, suggesting a high potential for interaction. Molecular dynamics simulations further confirmed that the GLA complexes display favorable stability. These findings provide a theoretical foundation for elucidating the mechanisms of traditional Chinese medicine and its practical applications.