This review explains how glucose scarcity, lipid disruption, amino acid deprivation, and toxic metabolites weaken CAR-T cells inside solid tumors. It highlights metabolic reprogramming as a promising strategy to improve CAR-T cell persistence, adaptability, and anti-tumor function.