The Graco high chair shoulder straps are machine washable! For the belt buckle and nylon straps, you’ll want to use a gentle soap and warm water for washing.
In case of stubborn stains and smells, try the vinegar and baking soda method mentioned above. I know it’s a pain, but don’t throw the belt buckle or nylon straps in the washer.