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Don’t you believe it!
Phrase of Skepticism
Use it to express doubt about the truth or reliability of a statement someone has made. 
Informal Tone
It's a casual phrase, best used among friends or in informal situations, not formal ones. 
Surprising Reveal
It can hint that you know something others don't, often used before revealing the truth. 