The pair, who met while they were partnered on the 2018 series of the BBC show, recently moved into a new home together – and it seems they've been enjoying their new digs.
Posting the sweet picture of herself relaxing on the sofa with Joe while he kisses her cheek, Dianne wrote: "[Home] sweet [home]".
The photo received a number of supportive comments, including from fellow Strictly professional dancers Nancy Xu, Carlos Gu and Michelle Tsiakkas.
Earlier in July, Joe opened up about the couple's move, sharing on his Instagram Stories: "Hello! Little update for ya! If I'm ever away from social media for a while and I come back and I've got a moustache, you know I've been busy behind the scenes doing something!
"We're moving the last bits of our stuff because we have moved house."
Speaking about their decision to relocate, Joe added: "We loved the last place, but it was a project, it was a big project. We haven't got the time to take on such a big project, so we found this place, we absolutely fell in love with it and now we are here."
Meanwhile, Dianne recently opened up about the prospect of her and Joe having kids in the future during an Instagram Q&A.
"We love being aunty and uncle for our beautiful nieces and nephew for now, but yes one day we would love it," she told fans.
Dianne also previously spoke about the possibility of marriage one day, telling The Mirror: "We haven't really spoken about it [getting married], so if it happens, great. If not, we're happy with how things are going."
Strictly Come Dancing airs on BBC One, while spin-off Strictly: It Takes Two airs on BBC Two. Both shows are available to stream on BBC iPlayer.
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