Cancer-associated fibroblasts (CAFs) are often the most abundant cell type in the tumour microenvironment. Here, Song and colleagues discuss how to target or harness these cells for cancer therapy. They highlight the progress made to date and the remaining challenges in bringing CAF-targeted therapies to the clinic.