The most common and most likely answer to this crossword clue is the 2 plus 2 plus 3 letter word OH MY GOD
I've seen this crossword clue in The Guardian
O
H
M
Y
G
O
D
Buddy explains!

The straight part
We know that "what a surprise" is the straight/definition part of the clue. The straight part is often a synonym or definition, in this case what a surprise = oh my god.The cryptic/wordplay part
In cryptic crossword there's often an wordplay/cryptic part as well.This part involves a more complex hint, such as an anagram, homophone, hidden word, etc.
Sadly, We don't have an explanation for this specific crossword clue yet.