My experience is that if I need a part RIGHT NOW, Advance Auto Parts seems to have the largest selection of Mercedes parts.

It's not a huge selection, mind you, but if I need the part NOW as in "this hour" they seem to have a better selection than Pep Boys, Auto Zone, or Napa.