If the religion were based on opinion, it would be more important to wipe the under part of the shoe than the upper but I have seen the Messenger of Allah ﷺ wiping over the upper part of his shoes.
لَوْ كَانَ الدِّينُ بِالرَّأْىِ لَكَانَ أَسْفَلُ الْخُفِّ أَوْلَى بِالْمَسْحِ مِنْ أَعْلاَهُ وَقَدْ رَأَيْتُ رَسُولَ اللَّهِ ﷺ يَمْسَحُ عَلَى ظَاهِرِ خُفَّيْهِ