No, whoopie pies and moon pies aren't the same thing. Because they differ in filling, cookie base, and overall texture. Also, whoopie pies are usually created with 2 circular chocolate cake-like cookies sandwiched with a creamy filling. Whereas moon pies are made up of 2 circular graham cracker or cookie-like discs, Which have a marshmallow filling in the middle.