If you are trying to delete the weight-based shipping option, you may receive the following error:
Error: One or more values must be defined.
To set a flat rate shipping for an entire order, you must have at least one weight-based rule established in your Quick Shopping Cart account.
NOTE: You must republish your storefront for your changes to take effect.