Now it seems they've been discovered on another Utah ski trip - returning to the scene of their pre-Christmas vacation.
A trip that also appears to be some sort of extended double date with Taylor's BFF Selena Gomez and her just-a-bit-famous boyfriend Justin Bieber. Heard of him?
Yep, Haylor and Jelena are IN THE SAME PLACE, shooting down snow covered mountains with bits of wood (are skis made out of wood? We have no idea) strapped to their feet.
Former X Factor contestant Trevor Moran was the one to reveal the location of the fab four, when he tweeted that he'd spotted them all in his hotel.
He wrote: "JUSTIN BIEBER, SELENA, TAYLOR, AND HARRY ARE HERE TOO. THEY’RE IN THE SAME HOTEL AS ME *faints*”
El Biebo is set to re-start his Believe tour on January 5th in Utah, so it makes sense he'd be in there - and as for Haylor - well, it seems they just can't get enough of the white stuff.
We can't help wondering what Biebo-lovin' Niall Horan makes of all this though - is he crying into his peri-peri chicken at the thought of Harreh stealing his pal?