Despite the controversy surrounding it, "Ice Ice Baby" remains a beloved classic, with its influence still felt in hip-hop today. The song's impact can be seen in artists like Lil Yachty, who has cited Vanilla Ice as an inspiration, and in the numerous references to the song in popular culture.