"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" was met with generally positive reviews from music critics, according to Stephen Thomas Erlewine of AllMusic who described it as a "driving dance track with the most memorable chorus they've ever sung."