These findings elucidate ALDH3A2 as a dual regulator of tumor-intrinsic ferroptosis and tumor-extrinsic immune remodeling in contributing to GC pathogenesis, highlighting its potential as a promising therapeutic target in GC. Here, ALDH3A2 is linked to gastric cancer.