The 31-year-old TV star, who got engaged to her presenter boyfriend of four years over the Christmas holidays, said she was torn about whether to become Stacey Swash and was now debating her options.
Stacey opened up about her uncertainty when she was quizzed about her upcoming nuptials by Zoe Ball on her BBC Radio 2 Breakfast Show.
Talking about her wedding plans, mum-of-three Stacey explained: "It is a really funny one, obviously Joe would love me to have his second name, nothing wrong with his second name but because of kids I want to have the same surname as the kids.
"Maybe I will double-barrel it."
The Loose Women panellist continued that she did feel "heartbroken" when her sister Gemma tied the knot, and took her husband's surname.
"When my sister got married I felt a bit heartbroken," she said. "Like, 'You aren't my full sister anymore'.
Stacey's surname dilemma comes after she announced her three boys, Zachary, 12, Leighton, eight, and Rex, one, will be walking her down the aisle on the big day, alongside Joe's son Harry, 13.
Speaking to Hello! magazine, Stacey explained: "We've got four boys and they will all just be our page boys. We didn't want to make one the best man or give one a special role.
"But I would like them all to walk me down the aisle with my dad."
The children aren't the only ones that will have a role to play in the wedding.
"Our dogs Theo and Peanut will of course also be involved," Stacey added. "They're getting suits made and they'll have bow ties. I made a wedding planning book and a whole double page is dedicated to the dogs."