Like many of Rancid's albums, Trouble Maker was produced by Epitaph founder and Bad Religion guitarist Brett Gurewitz, and marks the band's first album since their 1993 self-titled debut to feature the original Rancid logo on the cover. The band recorded the album between December 2015 and January 2017 at Big Bad Sound, Sunset Sound, and Red Star.