Catch Me If You Can is a crossover track originating from Sega's ONGEKI rhythm game, brought into maimai DX during the FESTiVAL era. The song was composed and arranged by TAKU INOUE, with lyrics penned by MC TC, and features Yui Nakajima (中島 唯) performing as the character Ayaka Saotome (早乙女 彩華). The track is categorized under the ONGEKI & CHUNITHM genre in maimai, reflecting its status as a cross-franchise collaboration piece. Musically, Catch Me If You Can is a mid-tempo pop number at 130 BPM built around a playful cat-and-mouse motif, the title dares the listener to pursue, while the lyrics weave imagery of magic tricks, playing cards, countdowns ("3, 2, 1"), and a sweet-but-dangerous love story. The song originally debuted in ONGEKI bright on November 11, 2021, and was later added to maimai DX FESTiVAL on October 21, 2022, before also appearing in CHUNITHM LUMINOUS. An extended version and an instrumental version were released on the ONGEKI Vocal Party 08 soundtrack and the ONGEKI Vocal Memory compilation.