Ever since its release, "Into the Groove" has received critical acclaim.
Toby Cresswell, author of 1001 Songs: The Great Songs of All Time and the Artists, Stories and Secrets, said that the song is a "sweet, limited white tune on the top, and there's Madonna - all the right-shop chic - dragging the straight world into this subterranean paradise.