As a Google Cloud Professional Machine Learning Engineer, you are tasked with defining a machine learning problem for a retail client looking to improve customer satisfaction. The client has provided a dataset containing customer interactions, purchase history, and feedback scores. Considering the need for scalability, cost-effectiveness, and compliance with data privacy regulations, which of the following should be your primary consideration in defining the ML problem? Choose the BEST option.