Herein, we demonstrated that paclitaxel chemotherapy elicited CXCL1‐enriched EV‐Apo from apoptotic breast cancer cells, which promoted the chemoresistance and metastasis of breast cancer by polarizing M2 macrophages through activating PD‐L1 signalling. Here, CD274 is linked to breast carcinoma.