Navigating Complexity in E-Commerce Marketing Analytics

This chapter explores the complexities of e-commerce marketing analytics with a focus on Return on Ad Spend (ROAS) and its importance in measuring marketing success. The discussion includes a metaphorical pyramid representation to illustrate the challenges of aligning user needs with actual behavior in a messy real-world context.