Minecraft wiki entry for Defeating_a_village_raid, associated text: Get plenty of milk before the raid or breed cows and let them wander around the village so you can grab some milk from a nearby cow along the path if you're out. Milk saves you from negative status effects from splash potions if witches spawn in the raid. If you're playing on easy difficulty you don't have to worry about this one.