AbleCommerce Shopping Cart Software

What is the best way to do flat rate shipping for a single product? Do we need to set up a separate warehouse for each product with flat rate shipping or is there a better way to do this?

Yes, you have to set up a separate warehouse for this purpose. Alternatively you have to do bit of customization to make it work as desired.