What is a distributed solution?

Could you please elaborate on what exactly a distributed solution entails? Is it a concept that applies specifically to cryptocurrency and finance, or does it have broader applications as well? How does it differ from traditional centralized systems, and what are some of the key benefits or advantages that distributed solutions offer? Additionally, could you provide some examples of real-world applications or use cases of distributed solutions in the cryptocurrency and finance industry?