Food is constantly being consumed by your army so try to always have a large surplus of it. Keep an eye on your stock to make sure your production outspeeds your upkeep, this is done by tapping the resource bar at the top of the screen. Also, make sure you use up the one-time consumable resource power-ups as you get them.