The song has received mostly positive reviews.
Popjustice provided an early review on the song stating, "It’s brilliant. It’s obviously brilliant the first time you hear it and increasingly brilliant over the subsequent twenty or thirty listens".
The Guardian was also positive towards the song, calling it a "sophisticated banger" which sees Lily's "impressive voice take centre stage."
Digital Spy rated the song 4 out of 5 stars, adding; "'I'm not looking back when I've only just begun,' she growls over a propelling dance-rock riff, before calling out her contrary lover on a soaring yet wistful chorus. Like a
PB&J sandwich the result won't initially be to everyone's taste, but it doesn't take long for addiction to set in.". NME described it as "Atonal, generalised fury about the utterly mundane".
Popjustice ranked "You Bring Me Joy" at number 27 on its "The Top 45 Singles of 2012" list, stating that they "instantly loved" the song, also saying that it was "the sort of thing we were hoping Cher’s comeback single would sound like". ==Commercial performance==