What are the problems with distributed systems?

Distributed systems have gained popularity in recent years due to their scalability and fault tolerance, but they come with their own set of challenges. Can you elaborate on some of the major problems that are commonly faced with distributed systems? Are there any specific issues that arise when dealing with distributed ledgers like blockchain, and how do practitioners in the field address these concerns?