"Play That Song" is a song by American rock band Train. It was released on September 29, 2016, as the lead single from their tenth studio album A Girl, a Bottle, a Boat (2017). The song peaked at number 41 on the US Billboard Hot 100. It has been certified platinum by the ARIA and the RIAA, and gold by Music Canada.