Mirages do appears on tarmac roads on very hot sunny day. You may see a place like a pool water at a distance while walking beside the road. In the real sense, there isn’t a pool at that point.
It is caused by hot air near the road and less hot air above it creates a gradient in the refractive index of the air and so making a virtual image of the sky appear to be on or below the road.
