The 2018 champion and her former dance partner bought essential items while they stretched their legs during the lockout.
The couple quickly returned to their block in Notting Hill, London, after retrieving what they needed to spend the weekend.
Stacey, 33, wore a long coat over her tracksuit despite the weather in the capital.
They both put on baseball caps to hang out while Kevin, 37, put on a gray hoodie and carried a bag to grab their belongings.
The stars seemed happy despite their isolation as they escaped from the house for a few minutes to get some air.
Last week, Stacey said that she did not consider herself the victim of the famous Strictly Curse.
The documentary filmmaker insisted that she resist falling in love with Kevin while they were working together on Strictly Come Dancing.
Many couples have fallen in love with each other while dancing together on the program – some even leaving their existing partners after their appearance.
Stacey separated from boyfriend Sam Tucknott three months after the series ended, and she and Kevin lifted the scintillating ball trophy together.
But she avoided show romance because she didn’t want to follow the same path as many others.
Speaking on the BBC Radio 5 Headliners podcast, she said:
“I didn’t mean to be such a cliché – it’s so cranky and cheesy. I want to be cooler than that. Kev and I have been friends for so long.
“I enjoyed spending time with him. So it was much later for us. “
Kevin, who joined the show’s professional programming in 2013, announced in March that he was leaving.
Confirming the news on social media, he wrote, “To the whole Strictly family,
“The past 7 years have been among the most wonderful in my life. I am grateful to the BBC and Strictly Come Dancing for giving me the opportunity to have been part of something really special.
“Since my first nickname of ‘Kevin From Grimsby’ by Sir Bruce Forsyth in 2013, I have known the heights of 5 finals, winning a Guinness world record on It Takes Two, the Strictly Arena Tour Glitterball then the last victory of the 2018 series with Stacey Dooley. ”
“After finishing the last series with the Children In Need trophy and the Christmas special, I want to start off in style, so I decided that the time had come to move on and focus on other areas of my life. and my career.
“I want to thank all the pros for inspiring me every day as well as all of my celebrity partners. The whole team behind the scenes has always made the Strictly family what it is and the best show to work for.
“Thank you to everyone who has already voted for me and my partners. It means the world. “