We demonstrate that hypoxia plays a key role in exosomes secretion from G‐MDSCs through promoting Rab27a expression and respiratory hyperoxia reduces colon cancer cells stemness through inhibiting GM‐Exo production. Here, RAB27A is linked to malignant colon neoplasm.