It's not anything you can see.

Shields provide extra Armour to a unit carrying them. Or rather they should, but in fact they take away from the Armour a value equal to their value. So DFK instead of having the listed 21 defense actually have 9 Defense.

It's most obvious effects are peasants being UBER, and Cav smashing apart spears like they aren't their.