The process in which a relatively unspecialized cell acquires specialized features of a club cell. A club cell is an unciliated epithelial cell found in the respiratory and terminal bronchioles. [ http://www.ncbi.nlm.nih.gov/pubmed/28144783 GOC:mtg_lung GOC:dph ]