How does DeFi really work?

Could you please explain, in a concise manner, the underlying mechanisms and operations of DeFi? Specifically, how does decentralized finance leverage blockchain technology to facilitate peer-to-peer financial transactions and services without traditional intermediaries? How does it ensure security, transparency, and efficiency in the process? Additionally, could you elaborate on some of the key components and principles that drive the DeFi ecosystem?