Games like Kidz Bop Dance Party!

If you finished Kidz Bop Dance Party!, the closest matches are Lumines, Taiko no Tatsujin: The Drum Master!, Starburst Waterslide Slalom, Charlie Brown's ABC's and Search for the Secret Keys. All 7 share its music genre and are ranked by how closely their themes and modes overlap.