The TOWIE beauty uploaded the selfie to Instagram today alongside the simple caption: "Miss this one."
Chloe's dressed in a white bathrobe while Jake's in his underwear. Both are looking very tanned: the Marbella sunshine or a good Instagram filter?!
We'll see Chloe and Jake firmly back together when the next series of TOWIE begins this Sunday at 10pm on ITVBe.
It's hard to believe we only met Chloe and Jake last series when they arrived on the scene as singletons having ended their six and half year relationship.
When we met them, it didn't seem they had a future, especially when Jake kissed co-star Lauren Pope. But it soon became obvious there were deep feelings and after plenty of drama, tears and fireworks, they decided to give their relationship another go.
They proved how loved up they were in Marbs, where barely a day went by when we didn't see photos of them kissing or looking insanely happy in the sun.
We'll get all the Marbs goss on TOWIE this Sunday, and the show is followed by All Back To Essex, a live special hosted by Mark Wright.
Meanwhile, it seems Chloe's missing Jake because he's busy with his clothing brands. He's been tweeting today about showcasing them at London Collections Men and jetting off to New York and Vegas for work!
Reveal is now on Google Plus! Join us here for the latest pictures, fashion and celebrity news!