"Granary is where crops are stored. Adequate crop reserve provides a steady development and gets you through wars. Upgraded granary can hold more crops."

The only purpose of this building is to increase the maximum amount of crops you can hold at once. This is good if your league owns a ranch. The granary is available with a Senatus of level 10.