"Bye Bye Bye" was met with generally favorable reviews from music critics. Stephen Thomas Erlewine of AllMusic described the song as a "piledriving dance number with the catchiest chorus they've ever sang."
"Bye Bye Bye" received generally positive reviews from music critics. Stephen Thomas Erlewine of AllMusic described the song as a "driving dance track with the most memorable chorus they've ever sung."