So good that it is hard to believe, it seems unlikely
You can use this phrase in ………… language.
I’m not surprised that they didn’t keep their side of the bargain. It sounded too good to be true.
“I have found a perfect match for you! He’s young, handsome, successful…”
“He sounds too good to be true, what’s the catch?”