Online Do Online Businesses Have To Pay Federal Taxes?

Do online businesses have to pay federal taxes? - online

I have an online business has (no employees) except me. Do I pay federal taxes? Do you have a subscription to a federal tax ID number in the commit phase, where I have to pay taxes? We are an online retailer of bags in California.
Thank you.