According to The Sun, the couple had a “huge barney” before Jesy deleted him on the social media site.
“Jesy and Jake had a huge barney – it wasn’t pretty,” a source told the newspaper.
Jake has also since removed a number of snaps of him with Jesy from his Instagram account.
Eagle-eyed fans of the couple were quick to share their views on Twitter…
The Rixton frontman proposed to Jesy in a very public way last year when he popped the question on stage with a little help from Ed Sheeran.
Ed performed an acoustic version of ‘Tenerife Sea’, which the couple refer to as “their song”, as Roche got down on one knee.
Jesy later took to Instagram, saying: “I cannot believe what has just happened!”
Jake’s mum, ‘Loose Women’ star Coleen Nolan later admitted she was “emotionally drained” following her son’s proposition.
“It was just fabulous,” she said. “Jesy had no idea that it was going to be happening.”