Designing distributed systems requires a shift in thinking beyond traditional solutions with big servers, databases, and transactions. Key challenges include latency, consistency, and availability tradeoffs, and handling failures, which can be addressed through smart design, cultural and organizational changes, and understanding consensus algorithms like Paxos and RAFT.