This chapter examines the cyclical challenges organizations face with their data ecosystems, known as the 'data doom loop.' It highlights the paradox of increased investment in technology leading to greater complexity and dissatisfaction, while also discussing the balance between centralized and federated data management approaches. The conversation emphasizes the need for effective collaboration and operationalizing semantic layers to enhance data integration and communication across teams.