Our study revealed that tumor-derived exosomes under hypoxic condition carrying HIF2A facilitated pre-invasive intestinal niche formation by inducing fibroblasts to secrete CXCL12, which supports M2 macrophage enrichment in peritumor tissues. Here, CXCL12 is linked to neoplasm.