I'm looking to start working for Shipt or Doordash. What do I need to know about taxes?

Can I just save a specific % to pay when I file my taxes for the year? Do I need to pay quarterly (which I'm seeing mentioned as an example question in this event ?) and how does one do that? If i don't pay quarterly, what are the penalties (if there are any)?