By integrating single‐cell RNA sequencing (scRNA‐seq) data, the Cancer Genome Atlas (TCGA) datasets, and functional assays, this study aims to provide new insights into G6PD's role in lactate metabolism, immune modulation, and HCC prognosis. This evidence concerns the gene G6PD and hepatocellular carcinoma.