Terrain Conditions are "modifiers attached to certain squares on the battlefield, and they are applied to any character standing on that square. Some are beneficial, while some are harmful. They appear as brown condition icons. Using terrain to good advantage can make a big difference in battle". Take terrain into consideration when choosing your formation before the battle starts.
Terrain conditions, both positive and negative, can be removed by Thief's Even the Odds spell.