Depends where your are, chipper is common to some, others say 'fish shop', some 'chippy'. Other people say they're "getting chips", or "having carry-out" and leave the place to be entirely implicit.

That said, I've never seen it called the "fish and chippery", but it wouldn't surprise me to see that used.