"Dancing Crazy" is a mid-tempo pop rock track with pop and dance-pop lyrics dealing mainly with Cosgrove and her friends just going out, partying, and having a good time.
Commonsensemedia wrote, "Dancing Crazy, [..] has one thing on its mind: cutting loose on the dance floor until the wee hours of the morning.