Here, we provide new insights into how exosomal CMTM4 modulates TAM polarization, activates NF‐κB signaling, and promotes the secretion of immunosuppressive cytokines and chemokines, thereby driving tumor progression and metastasis. This evidence concerns the gene CMTM4 and neoplasm.