Distributed systems necessitate careful coordination due to their reliance on shared state across multiple nodes. Manual management risks errors, pushing the need for a dedicated service like Apache ZooKeeper. It offers features such as configuration management, leader election, and strong consistency, crucial for high availability and scalable real-time data processing.