Sam Lansky from Idolator wrote that "Come & Get in Trouble with Me" is "the finest summer dance-pop song that just missed the season, and practically a Kylie Minogue tribute (in the best possible way)."[REF]
The Australian Recording Industry Association called it a "club-friendly" track that "is a step in a different direction from Ricki's pop past."[REF]