The album cover depicts a woman dancing with her arms raised, referencing the title "Dance Anthems." Blurred purple, blue, and pink lights in the background represent a nightclub setting with neon lights. One third of the cover lists the contributing artists, including highlights like Jason Derulo. The Ministry of Sound logo appears as advertisement for the popular record label that compiled the 40 tracks on the album, an unusually large number of songs providing more value for buyers.