Sales and excise taxes are considered regressive taxes. The rich pay a lower percentage of their income on sales taxes than the middle class or poor. The rich will likely pay more (as they buy more stuff) but it’s generally a much lower percentage of their total income.
Some think that’s ok and I’m not saying that to start that debate. But they do hit the poor the hardest as a percentage of their income.