Credit: Getty Images Photo: James Maslow and Peta Murgatroyd at Star Magazine's Hollywood Rocks Event in Los Angeles, California on April 23, 2014

It looks like the ballroom isn't the only place James Maslow and Peta Murgatroyd are getting flirty.

The Dancing With the Stars couple arrived — and left — together at Star magazine's Hollywood Rocks event at SupperClub in Los Angeles, California on April 23. We already know they make great dancing partners, so it's no surprise to hear that the DWTS pair was also spotted dancing to Cher Lloyd together at the event.

James and Peta both looked great while posing for pics on the red carpet. Peta rocked a burgundy jumper, black pointy heels, and bright lipstick, while James went sleek in a black blazer and black pants. Whether these two are dating or just dancing pals, one thing is for sure — they make one hot couple!

The duo is also vibing well when it comes to their performances. On Season 18, Week 6, Party Anthem Week, the pair danced to "You're the One That I Want" from Greece (subliminal message, much?). They scored a 35/40, which is great, but probably not as high as they wanted after getting a perfect score the week before for their "Let It Go" Contemporary.

We don't know for sure if Peta and James are anything more than just friends, but they clearly get along well both in and out of the ballroom. We're all for a DWTS romance! What do you think? Let us know your thoughts in the comments.