The website cited unnamed sources as saying Perry's travels to Europe and plans for a lengthy concert tour contributed to the end of their romance.
Perry, 29, and Mayer, 36, first debuted as a couple in 2012. They split up that fall, then again last March and ultimately reunited.
They released the duet "Who You Love" in December.
Swim Week Miami Beach 2014 [PHOTOS]