How to estimate demand and supply curve from empirical data?

Doing some applied economics work at the moment and can’t find any good resources that give an overview of the options I have available to me.

Are there any good textbooks out there that describe the best practice approach to deriving a demand and supply curve that can be used in applied partial equilibrium models?