To conclude, M2-like macrophages-derived CCL17 could facilitate ESCC cell migration and invasion and enhance stemness characteristics of ESCC cells via activating CCR4/ERK/PD-L1 signaling. Here, CCL17 is linked to esophageal squamous cell carcinoma.