The happy couple, who met when they were paired up on the 2018 series of the dance show, enjoyed a night out at the Shangri-La Hotel restaurant in London's The Shard.
Taking to social media last night (January 29), Joe shared some sweet videos of the occasion in a series of Instagram stories.
In the first story of the night, Dianne can be seen enjoying a cocktail as Joe clinks glasses with her.
Another snap from the evening shows Joe and Dianne posing cheek-to-cheek with the London skyline in the background.
Dianne also took to her social media to share a picture from the date night where the two can be seen cuddling up on one chair. "Bit of this and that from the old camera roll," she captioned her post on Instagram.
In a recent interview, Dianne opened up about wanting to start a family with Joe after hitting the five-year mark in their relationship.
"I think definitely for sure at one point we'll have children," she told Closer.
"It's something we'd both love, but we don't know when just yet. We always say our kids are going to watch YouTube videos of us dancing one day, and that's so cool!"
She continued: "Joe and I will often sit there, thinking it's crazy that it's been five years since we've been together, we're still amazed it all came from Strictly.
"We do wonder whether we'd have actually met if he hadn't been on the show, I wouldn't have got to know him! We still love to dance together. Joe loves ballroom and he's always trying to do it with me in the kitchen. We're going to have Argentine Tango lessons together soon!"
Strictly Come Dancing will return later this year on BBC One, while spin-off Strictly: It Takes Two airs on weeknights on BBC Two. Both shows are available to stream on BBC iPlayer.
Tickets for Strictly's 2024 live arena tour are available now.
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