It is a fallacy by default. The existence and slipperiness of the slope must be justified to make it not a fallacy.
Yes you can get involved in extended arguments with people arguing in bad faith or whose world view is fundamentally incompatible with your but that's usually just a waste of time (I mean you wouldn't argue with Nazis either just the same as with people trying to institute a Stasi style surveillance apparatus through slow boiling)