If your trip to Astoria, OR Airport (AST-Astoria Regional) is all booked but your itinerary is a little on the empty side, let us give you a few hints and tips.Make your way straight from arrivals to Astoria Column. Other sights you shouldn't miss include Fort Stevens State Park and Columbia River Maritime Museum.