The UI is a bit different, and if you're just joining a meeting as a fairly passive participant, not a whole lot.

There's a long and extensive list of features here that compares capabilities of the various clients (including the web client) here: https://support.zoom.us/hc/en-us/articles/360027397692-Deskt...