Immune checkpoint blockade targeting the CD47/SIRPα axis represents an alluring avenue for cancer immunotherapy. However, the compromised efficacy and safety concerns in vivo of conventional anti‐CD47 antibodies impede their wide clinical applications. Here we introduced a single type of high‐mannose glycans into the nanobodies against CD47 (HM‐nCD47) and subsequently displayed HM‐nCD47 on cellular vesicles (CVs) for enhanced cancer immunotherapy. In this platform, the CVs significantly improved the circulation time of HM‐nCD47‐CVs, the nCD47 enabled the blockade of the CD47/SIRPα axis, and the HM enhanced recognition of mannose‐binding lectin, all synergistically activating the macrophage‐mediated antitumor immunity. In both subcutaneous and metastatic murine tumor models, the HM‐nCD47‐CVs possessed significantly extended half‐lives and increased accumulation at the tumor site, resulting in a remarkable macrophage‐dependent inhibition of tumor growth, a transcriptomic remodeling of the immune response, and an increase in survival time. By integrating the chemical biology toolbox with cell membrane nanotechnology, the HM‐nCD47‐CVs represent a new immunotherapeutic platform for cancer and other diseases.