In December, the pair were said to be 'on a break', but they have now been pictured together again.
If the speculation is true, it will be happy news for their fans.
On Sunday (10 January), The Sun published photographs of the pair leaving a London supermarket together.
The report says that the two singers are 'still going strong' despite a rumoured split last year due to the difficulties of a long-distance relationship.
In the recent snaps, Dougie is hiding in his face under a camouflage winter coat, but is still recognisable as the McFly bassist.
And he's doing the chivalrous thing and carrying all the bags - lots of brownie points there, Dougie!
Whether they are back together or not, here's certainly no animosity between the couple. This weekend, Ellie bigged Dougie up on her Instagram account after his first catwalk appearance.
On Saturday (09 January), she posted a picture of Dougie looking super-chiselled on the catwalk alongside the message: "Congratulations on your first walk @idougahole this is incredible. @joshuakanebespoke #nextbigthing."
Dougie walked the catwalk for menswear designer Joshua Kane's AW16 Fashion Show in East London's Spitalfields.
The newspaper also reports Dougie as saying: "Ellie and I are really good." So does this mean...?
On her 29th birthday in December, Dougie publicly wished Ellie the best, and posted a picture of her playing the guitar alongside the words: "Happy birthday to this very special/rad lady @elliegoulding."
Rumours they were back together started when they were snapped together backstage at one of the 'Love Me Like You Do' singer's concerts.
Ellie and Dougie started dating two years ago, after they met at the Cosmopolitan awards.
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