This document discusses Quality by Design (QbD) and how to implement it in a practical way. It defines QbD and outlines the key steps, which include establishing a target product profile, identifying critical quality attributes, defining a design space, control strategy, validation, and lifecycle management. Design spaces can be defined using design of experiments or multivariate analysis of historical data. Tools like DOE and MVA are useful for establishing and monitoring the design space. The document provides an example target product profile and discusses how to set the profile and manufacturing process scheme based on the active pharmaceutical ingredient's properties. It also discusses using risk assessment to identify critical variables and control strategies. The overall goal is developing a robust process understanding and control