It's just an expression of shock or surprise, much like "wow!" or "holy moses" or "holy crap" or, less commonly, "leaping lizards" or "jumping Jehoshaphat" or the like.
It's not uncommon in AE, especially when reacting to something remarkable in terms of scale, size, or degree.