Do you prefer armor or attack?

If you have to choose between increasing attack or defense, I think it depends on the tactics you use in battles. As Fireball wrote, if your troops are tough and have low damage, then increasing defense is more beneficial. If they have high damage but few hit points, then increasing attack is better, but again, depending on your battle tactics, this can all change.