This review summarizes the mechanistic foundation for PARPi sensitivity in HRR-deficient GC tumors and evaluates emerging biomarkers, including genomic instability scores, RAD51 foci formation, mutational signatures, and candidate genes such as BRCA1/2, PALB2, and BARD1. This evidence concerns the gene PALB2 and gastric cancer.