I notice that flying units are very weal to archer. However when the flying units begin to attack my archers, my archers can't seem to be able to hit them, even if I have multiple units focusing their fire. Is this normal?
Your archers may be spending too much time moving to shoot properly depending on your settings. Try using spearmen to guard archers with the units set to not avoid the enemy and see if it helps you.