Is there a store that sells batteries for watches, etc.?

Not to my knowledge.

We do not have a jewelry store. The Mt. Washington Valley Chamber of Commerce has a listing of shops including jewelry stores in the North Conway area.

Yeah that jeweler by Bob and Terry's ski shop

Where can you get those kind of things?

I don't think there is.