Tumor progression is one of the major challenges in cancer treatment, and macrophages, as an important component of the immune system, have been extensively studied for their role in tumor immunomodulation. Exosomes are a group of small vesicles secreted by cells containing a variety of biologically active molecules, such as proteins, nucleic acids, and lipids. Recent studies have shown that exosomes serve as an important messenger for macrophages, which participate in the regulation of tumor growth, metastasis, immune escape and drug resistance by releasing exosomes. In addition, macrophage-derived exosomes play an influential role in tumor immunotherapy. They can transport immunomodulatory molecules, such as cytokines and antigens, which interact with tumor cells and other immune cells to facilitate immune recognition and killing of tumors. Macrophage-derived exosomes also modulate tumor-induced immunosuppression and enhance anti-tumor immune response. Consequently, the role of macrophage-derived exosomes in tumors may be dual, with both antitumor and tumorpromoting effects. A better understanding of macrophage-derived exosomes will provide new strategies to improve the efficacy of anticancer therapies. In this review, we focus on the biogenesis of macrophagederived exosomes and the mechanisms by which they mediate cancer progression, including on tumor cell proliferation, angiogenesis, invasion and metastasis, immune evasion and drug resistance. Finally, we discuss the potential clinical application of macrophage-derived exosomes as a promising strategy for tumor immunotherapy, hoping to provide new ideas and targets for further exploration of tumor pathogenesis and therapeutic approaches.