If you are zerg yourself a counter may not be very easy. Having defilers to give plague on a group of hydras or mutalisks. If you are protoss its not such a big problem. You can use carriers and scouts to confuse the attackers. If terran a good ground force can take them out. Siege tanks and goliath are essential.