Is there anything Simone Biles can't do?
Miller, 23, took to social media on Friday to reveal the big news.
"#OVERNIGHT music video coming soon. Starring the beautiful @simonebiles! Directed by @edgaresteves," he wrote on Instagram, alongside a photo of himself and Biles, who plays his love interested.
Biles, 19, also shared her excitement on Twitter.
"@Jakemiller can't wait till the #Overnight music video comes out!" she wrote, posting behind the scenes photos from the set.
It's no secret that the gymnast is a fan of Miller's music. The rapper shared a video during the Rio Olympics of Biles and teammate Laurie Hernandez jamming to "Overnight" together.
"Shout out to 2 of the greatest of all time @Simone_Biles & @lzhernandez02 jammin to #OVERNIGHT" he captioned the tweet, obviously including plenty of Olympic emojis.
Earlier this month, Biles was a guest on The Ellen DeGeneres Show, where she explained what it was like to meet Kim Kardashian, Zac Efron and Beyoncé. "I got my selfie [with Kim] that I wanted, and then I talked to her so I could send her daughter some [leotards], which are in the works," Biles gushed. "I already texted her this morning, so that's good, and I want to babysit her daughter."
For more on Biles' most memorable star-struck moments, watch the video below.