A chemical mechanical polishing apparatus includes a platen to hold a polishing pad, a carrier to hold a substrate against a polishing surface of the polishing pad during a polishing process, and a temperature control system including a source of a fluid medium and one or more openings positioned over the platen and separated from the polishing pad and configured for the fluid medium to flow onto the polishing pad to heat or cool the polishing pad.