Miners fee - who or where does it go

I see miners fee being charged per transaction - like at ShapeShift as an example. My question is who or where does the miners fee actually go? Is it distributed amongst the miners who validate a transaction? Just curious about this aspect of cryptocurrency in general.

The very very short answer, Yes.