Allen Metz and Carol Benson, authors of The Madonna Companion: Two Decades of Commentary, said that "Who's That Girl has done what it was released for, put money in Warner's pockets, but nothing in Madonna's catalogue".
Allen Metz i Carol Benson, autori The Madonna Companion: Two Decades of Commentary, su rekli da je "Who's That Girl postigao ono što je i trebao, stavio novac u džepove Warnera, ali nije učinio ništa za Madonnin katalog".