Pancreatic cancer, characterized by its insidious onset, high invasiveness, resistance to chemotherapy, and a grim prognosis, with a five-year survival rate hovering below 10%. The identification of novel therapeutic targets addressing tumor progression is therefore critically important. While perineural invasion (PNI) is recognized as a pathological hallmark and key driver of pancreatic cancer progression, its role in metabolic reprogramming of malignant cells has not been fully elucidated. Using integrated metabolomics approaches, we found perineural invasion in pancreatic cancer significantly enhancing glycolytic flux of pancreatic cancer. Our data delineate a neuroendocrine-paracrine signaling axis in which neurturin secreted by neuronal cells binds to the GFRA2 receptor on pancreatic cancer cells, inducing RET kinase recruitment and subsequent heterodimer assembly. This receptor tyrosine kinase complex phosphorylates hexokinase 2 (HK2) at the evolutionarily conserved Ser122 residue, augmenting its hexokinase activity, ultimately driving aerobic glycolysis flux and fueling pancreatic cancer growth. In vivo experiments corroborate our findings, revealing that neurturin blockade effectively halts pancreatic cancer progression and synergizes with RET inhibitors. Our research underscores neurturin as a promising therapeutic target for the treatment of pancreatic cancer.