Do you pay sales tax on wholesale purchases?

No the tax is paid by the end user.

In California, you have the option of paying sales tax at the time of the wholesale purchase or keeping records of all your purchases and paying taxes once a year.

This pay as you purchase method is used by many contractors when buying material and supplies at a wholesale supply company.