except if space is expanding, in which case your measurement unit fails to be constant, which means that although the speed of light is constant, 186,000 mps is a one-time only measurement of that speed. So you're correct in that c is constant, but our representation in units will change with our units.
The speed of light is invariant in all frames of reference.