The most common and most likely answer to this crossword clue is the 5 plus 5 plus 5 letter word ROYAL OPERA HOUSE
I've seen this crossword clue in The Daily Telegraph
R
O
Y
A
L
O
P
E
R
A
H
O
U
S
E
More clues leading to the result ROYAL OPERA HOUSE
Buddy explains!
The straight part
We know that "Arts venue" is the straight/definition part of the clue. The straight part is often a synonym or definition, in this case arts venue = royal opera house.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.