In sum, our results show that, tumor-derived exosomal miR-1247-3p converts fibroblasts to CAFs via downregulating B4GALT3, to activate β1-integrin–NF-κB signaling pathway to promote lung metastasis of liver cancer. The gene discussed is NFKB1; the disease is liver cancer.