When there's a creek, stream, or river in an arid region with running water and it's source originates in nearby mountains with the same climate conditions (no snow caps), where exactly is the water coming from?

When there's a creek, stream, or river in an arid region with running water and it's source originates in nearby mountains with the same climate conditions (no snow caps), where exactly is the water coming from?