The pair have been pictured together on a number of occasions since landing in London for their Brit Awards performance, reported Daily Mirror.
They first dated in 2009 and have been on and off ever since, but it looks like they're currently dating.
A source said, "They're back together and Drake is totally besotted. His team have been teasing him about it but nothing can wipe the smile off his face.