Insiders tell Us Weekly that Bieber and Lima were seen "talking nonstop" at a private party in Cannes on May 20 and that "they went home together around 5 a.m."
Previous reports stated that the singer was in fact trying to woo the Victoria's Secret model while they hung out at Gotha nightclub in the French city, but that she turned down his invitation to go to an after party with him at the end of the night.
"Justin was around Adriana like a moth to a flame all night," a source told British newspaper The Sun. "He was stood beside her, danced during one performance at the club and barely left her side."
Sources told Us Weekly that while the Canadian pop star "had fun with Adriana" the fling "won't turn into anything serious."
Regardless of what really happened during their encounter, Bieber was able to get Lima to pose for a photo with him during their night out. The singer posted the snapshot on Instagram under the caption, "I think she foreign, I think she foreign."
Celebrity Families of 2014 [PHOTOS]