What are the advantages and disadvantages of distributed processing?

Can you please elaborate on the pros and cons of distributed processing? I'm particularly interested in understanding how it impacts scalability, efficiency, and security in the context of cryptocurrency and financial systems. Additionally, I'd like to know if there are any limitations or challenges that need to be addressed for its successful implementation.