Easiest: Ignore them ..
You went on a gravel road and brought gravel back
that going to be the end of your gravel excursions ?


I expect you rubbed in grit while scrubbing it.

Mechanically, You reduce scratches by taking down the surrounding area to the level of the deepest part of the scratch.