This chapter provides a historical perspective on organizational structures and discusses the importance of a single data lake in modern data architecture. It explores the role of cloud computing, APIs, microservices, and the benefits of small, agile teams in digital transformation. The chapter also includes an example of using R to fetch data from an API, illustrating practical applications of these technologies.