Clean architecture, as introduced by Robert C. Martin, emphasizes the creation of systems that are testable and independent of user interface and data sources. It promotes decoupling code to enhance understanding, modification, and testing, despite its complexity. Key principles include the dependency inversion principle and a structured layer approach that separates presentation, domain, and data layers.