Justin Bieber and Selena Gomez Justin Bieber and Selena Gomez

It looks like love is in the air (again) for Justin Bieber and Selena Gomez! The pair were spotted sharing a kiss in Norway, People reports.

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Gomez traveled to Oslo, Norway where Bieber performed on Thursday. "They were holding hands, hugging and they kissed on the lips," a source told the magazine. "They looked really in love, like no fights ever happened before. It definitely looked like they were back together."

Bieber and Gomez split in split back in November, but have remained friendly. In late-March, Bieber was even spotted visiting Gomez' house in Los Angeles.