Simon Cowell and Lauren Silverman on romantic stroll in South of France

Simon Cowell and Lauren Silverman are spending a romantic few weeks together in the South of France after being reunited on Thursday.

And despite the scandal that is still surrounding her divorce, Lauren Silverman, 36, looked the picture of happiness on Friday as she was spotted walking arm-in-arm with Simon Cowell, 53, while cupping her growing baby bump.

Wearing a short print sundress, Lauren Silverman grinned as she took photos of the music mogul, amid reports that they are planning to set up home together.

While neither have spoken out about their plans in the wake of Lauren Silverman’s split from husband Andrew, they seemed very much together as they had some fun in the St Tropez sunshine.

Clearly unfazed by the recent rumors of an extra-marital affair, Simon Cowell and Lauren Silverman were relaxed and happy as they headed to a go-karting track for the day.

But instead of racing, Lauren Silverman seemed satisfied with just taking photos of Simon Cowell as he sat in one of the cars with a huge grin on his face.

And she couldn’t seem to stop touching her blossoming bump, which was clearly visible through her flimsy print dress, which caught the wind.

Lauren Silverman added a hat over her mane of dark hair and sunglasses over her face, but theirs was no mistaking the fact that she was in high spirits as she breezed along.

Simon Cowell and Lauren Silverman were pictured sharing an intimate meal in St Tropez over the weekend and were even spotted kissing in public, reports The People.

“Simon and Lauren looked like any other happy couple enjoying their summer holiday,” a source told the paper.

“They laughed lots and were extremely tactile.

“The kiss was clearly a sign that things are indeed very real between them. They looked intimate and romantic.”

Simon Cowell and Lauren Silverman were reunited in Cannes on Thursday and are believed to be staying together in a lavish $8,000-per-night hotel.

And despite the fact that she’s only just split from her businessman husband, Lauren Silverman is reportedly already setting up a life and a home with Simon.

“Simon is delighted Lauren has flown to be by his side and he wants to show he is caring for her. It also sends out a clear signal that he is doing the right thing,” said an insider.