The Hello singer has been heaping praise on the Canadian MC's talents and proposed the idea of recording a remix to his Hotline Bling hit.
Adele confesses she was also such a big fan of one particular piece of clothing he wore in the song's music video, she tracked down the item and bought it for herself.
"I even got the coat that's in the video," she admitted. "I got it delivered the other day, I ordered it. The red one."
The news began circulating online over the weekend (20-22Nov15) and Drake subsequently took to Instagram to respond to the offer, seemingly welcoming the collaboration by posting an illustration of the artists hanging out.
He captioned the image, "Me and my main ting just coolin (sic)", along with a smiling emoji with hearts for eyes.