 The song received generally positive reviews from music critics.About.com writer Bill Lamb rated "Come Back to Me" three and a half stars out of five; he praised its pop sound and Hudgens' "engaging personality", but criticized it for having a manufactured sound from the "Disney pop factory".Moreover, Lamb wrote