Our study highlights the critical role of lactate metabolism in HCC progression and prognosis, identifying several lactate‐associated genes, particularly G6PD, IK, and CALML5, as significant prognostic markers. This evidence concerns the gene CALML5 and hepatocellular carcinoma.