I agree that consistency of UI is, broadly, an important part of general usability, but I think that the web has been more unforgivably destructive towards this than mobile, which is a younger and inherently more constrained environment.

This is why bootstrap is so important: it gives the consistent look and feel to the web that has been missing for so long.