I really don’t know why they choose Oak but it probably is the flavor.
I have cut up a lot of oak wood and I always thought it had a pleasant aroma when split open.
I guess you could use cedar barrels for scotch to make your feet quit stinking. Sell that one to Dr. Scholls.