Modern technology relies heavily on distributed systems for scalability, resilience, and availability.Conceptual frameworks simplify the design and understanding of distributed systems.Challenges include syncing between local and global state, and dealing with the CAP theorem.Designing robust distributed systems involves leveraging multiple perspectives and focusing on abstractions.