How does a distributed system work?

Could you please elaborate on how a distributed system functions? I'm particularly interested in understanding the underlying mechanisms that enable multiple computers to collaborate and share data seamlessly. How does the system ensure consistency and reliability despite being spread across different locations? Additionally, how does it handle communication between these various components, and what are some of the challenges that arise in maintaining a distributed network?