Explain the fundamental principles of designing distributed systems that scale effectively. Include patterns for data partitioning, load balancing, eventual consistency, and fault tolerance. Discuss how to balance trade-offs between consistency, availability, and partition tolerance (CAP theorem) and when to apply specific architectural approaches.