Granted.

For a beginner, however, this is a difference that would take some explaining. Also, some distros heavily theme the desktop environments (DE) before shipping, so in that sense the question is fair.

By extension, of course, I am with you, as with the right amount of work, any distro can run any DE and make it look any way.