used scRNA‐seq and ST to identify and orthogonally validate a tumor‐associated FAP1+ fibroblasts and SPP1+ macrophages in CRC, a mechanism involving chemerin, TGF‐β and IL‐1 to form immune‐resistant cellular niches with impaired T cell functioning. Here, SPP1 is linked to neoplasm.