Douglas Gorenstein/NBC
Will Robinson
November 04, 2015 AT 12:00 PM EST

It’s official: There’s a Voice power couple.

Gwen Stefani and Blake Shelton, judges on the NBC singing show, are dating, PEOPLE reports. “Blake and Gwen have begun dating. They’ve been supporting each other through a difficult time and they’re really happy together,” a source told the magazine.

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The confirmation of their relationship came just before Wednesday night’s CMA Awards, where Shelton is performing. Stefani joined on the trip to Nashville.

Both Shelton and Stefani have filed for divorce: Stefani and Gavin Rossdale split in August, while Shelton and Miranda Lambert did so in July.

“Everyone is thrilled because they’re both incredibly nice people,” a source told PEOPLE. More on the new couple can be found at the PEOPLE website.

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