We went to Home Depot and bought a few sample stains to try out.
After the stained dried, I really liked the walnut or I wanted everything white; Andy really wanted to paint the shiplap gray. In the end we decided that staining each board would be a pain in the butt, Andy is not a fan of no color at all, so we compromised and went gray. Here is a before pic:
Here is another view.