Is it necessary to provide a reason for foods and drinks, or is it sufficient to do so only for those that have a reason? And how do we determine whether something has a reason or not?

Every religious ruling has a wisdom and a reason, which may be hidden from some. The basic principle regarding foodstuffs is permissibility, because Allah created for us what is on earth and made plants grow as a provision for us and for our livestock.