Tumor metabolism is characterized with up-regulated glucose uptake and glycolytic rate of tumor cells as the source of ATP and tumors growth, and regulated by a poorly defined combination of cell-intrinsic and extrinsic factors. Metabolic heterogeneity of human tumors is dependent upon the mutational status of specific oncogenes and influenced by tumor microenvironment. Carcinoma-associated fibroblasts (CAFs) adapt in a dynamic manner to the metabolic needs of cancer cells, associated with tumorigenesis and resistance to treatments. Importantly, CAFs could directly "feed" cancer cells essential nutrients and energy-rich metabolites, including lactate, ketone bodies, fatty acids, glutamine, and other amino acids through the induction of autophagy in a host-parasite pattern, to contribute to tumor growth and metastasis. To define the reciprocal metabolic interplay between CAFs and cancer cells will provide a better understanding of molecular mechanisms by which the treatment resistance occurs,and aid in the rational design of metabolism-based approaches to enhance the efficacy of immunotherapy.