Tumor-associated macrophages (TAMs) are key immune cells in the tumor microenvironment and play critical roles in tumor progression, immune escape, and therapeutic response. Their functional plasticity is closely regulated by metabolic reprogramming, particularly glucose metabolism. Glucose-related pathways, including glycolysis, gluconeogenesis, the pentose phosphate pathway, glycogen metabolism, and pyruvate/lactate metabolism, influence TAM polarization, cytokine production, phagocytosis, antigen presentation, and T cell interactions. In many tumors, enhanced glycolysis and lactate accumulation promote M2-like TAM polarization and suppress CD8 + T cell activity, whereas certain metabolic programs may support M1-like anti-tumor functions under specific conditions. This mini review summarizes major glucose metabolic pathways involved in TAM regulation, highlights their context-dependent pro- and anti-tumor roles, and discusses therapeutic strategies for reprogramming TAM metabolism to improve anti-tumor immunity and immunotherapy response.