Basic economics. Consumers pay for products. No matter where you increase costs or taxes, consumers pay the difference.
In basic microeconomics, taxes, market power, and other market distortions create deadweight loss. Again, the higher price is borne by the consumer, regardless where in the supply chain/production process it is injected. Higher costs can flow through without deadweight loss, but again this is all in the static scenario.