The Girls Aloud singer, who recently unveiled her new single 'Call My Name', is trying to find time in her schedule to appear on the MTV reality show, The Sun reports.
Producers sent the invite after Cole admitted to being a big fan of the Jersey Shore adaptation, which is set in her home city of Newcastle.
"It's addictive. Charlotte is my favourite. It's fascinating... You can't not watch though. It's a guilty pleasure," she admitted.
A source said: "Cheryl loves Geordie Shore and never misses an episode. She couldn't believe it when an invite arrived for a cameo part.
"Her schedule is incredibly busy at the moment but she's trying to find a way of fitting something in as it would be too funny to miss."
Cole recently described former boss Simon Cowell as her "frenemy".