The former couple reportedly got back together over Memorial Day weekend. Mayer is said to be quite happy in his new relationship with Perry, reported New York Post.
"They are just hanging out. They are not putting a label on it," a source said.
Perry was earlier married to Russell Brand while Mayer has dated a string of women including Taylor Swift, Jessica Simpson and Jennifer Aniston.