It is a lot of red tape, and can be super frustrating! Each area has different regulations, I would call your city first to check in with them, and then county.
To grow for myself and my family there are no regulations. Though unfortunately some cities have restrictions on front yard gardening for "aesthetic purposes" regardless of who is eating the food. It's time to change some of the restrictions...