The X Factor winner was spotted on a romantic break in Milan, Italy with the French-born Haitian goalkeeper, the Daily Mail reports.
Burke was previously dating footballer Jermain Defoe, but dumped him earlier this year after he cheated on her twice.
The singer allegedly vowed to never date a footballer again following Defoe's infidelity and admitted that he had hurt her.
"I'm quite naive. I think that comes from me wearing my heart on my sleeve," she said.
"I'm such a loyal person. That's what I give out and I expect to get it back. Sometimes you don't and it does hurt. But that's just the way I am.
"I don't know how to cope with it sometimes, if I'm completely honest. All I can do is get on with it day by day."
A representative for Burke declined to comment on her new love interest.
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