The government's job is to say that in aggregate, they people better off from the overall reduction in carbon emitted.
My opinion is that trying to make consumption taxes non-regressive is a fool's errand. If it needs to be progressive, figure out what the total dollar contribution needed and pick a rate that when scaled with incomes yields the outcome needed.