Leaving the club separately with matching sullen expressions is, as any good celeb stalker will know, a classic decoy technique.
To summarise: they are almost definitely snogging and may well get married.
[Related article: Caroline Flack gets over Harry Styles split with pals NOT Joey Essex]
[Related article: James Arthur wins the X Factor 2012]
Rumours have been circulating round and round since the pair met during The X Factor however, it was believed they wanted to keep things on the D.L until after filming.
Well, now it's been ages since X Factor finished so surely they are free to snog as they please?
Still, it would seem they are keen to keep things a secret and decided to turn up to and leave the club separately.
However, that really was all in vain as everyone knows that is one sneaky-celeb, surefire way of confirming you have something to hide.
Caroline and James try to keep things professional. Copyright [Rex]
Caroline's spokesperson has already said: "It's definitely not true and it won't be changing anytime soon."
So it's pretty much confirmed then.
Didn't Caroline initially deny her romance with former X Factor contestant and One Direction member Harry Styles way back when?
And look how that turned out.
Are we the only ones having Harry Styles deja-vu?