Businesses that buy wholesale do need to have a tax ID. For example, the IRS issues your tax ID number to you after verifying that you are a legitimate business that qualifies for tax exemptions. To purchase wholesale, and be exempt from tax on your purchases, wholesalers will ask for your tax ID when you place an order.