Polypeptides having alkanoyl-CoA activity have been identified and characterized, as have nucleic acids encoding these polypeptides. Expression or over-expression of the nucleic acids alters levels of cannabinoid compounds in organisms. The polypeptides may be used in vivo or in vitro to produce cannabinoid compounds.