Activation of hepatic stellate cells (HSCs) represents a central pathological event in liver fibrogenesis, and targeted clearance of activated HSCs is considered to be a promising therapeutic strategy. However, our understanding of the underlying molecular mechanisms is limited. Here, we report that Oroxylin A (OA) inhibited the activation of HSCs by inhibiting the dual roles of Sirtuin 7 (SIRT7). Single-cell transcriptome sequencing analysis and bioinformatics analysis were employed to identify critical pathways, followed by validation through molecular assays including Western blotting, immunofluorescence, and co-immunoprecipitation. In human samples, animal models, and primary cultures, the translational relevance of molecular discoveries was heightened. OA binds to the Gln299 and Asp305 residues of SIRT7, triggering a dual regulatory program in hepatic fibrosis. OA suppresses SIRT7, triggering succinylation-dependent proteasomal degradation of protein arginine methyltransferase 5 (PRMT5). This cascade attenuated symmetric dimethylation of cyclic GMP-AMP synthase (cGAS), thereby activating the cGAS-stimulator of interferon genes (STING) signaling and promoting HSC senescence. Concurrently, OA-elicited SIRT7 inhibition promotes externalized calreticulin (ecto-CRT) expression, thereby enhancing natural killer (NK) cell recognition and targeted elimination of activated HSCs. However, enzymatically dead mutant SIRT7 (H187Y) also suppressed ecto-CRT expression promoted by OA, showing that it is independent of its desuccinylase activity. Our findings reveal a dual regulatory mechanism whereby SIRT7 inhibition by OA coordinates PRMT5 degradation-mediated cellular senescence and ecto-CRT-dependent NK cell immune clearance of HSCs. This work establishes SIRT7 as a pivotal therapeutic target and provides mechanistic insights for developing antifibrotic strategies.