While not directly about distributed systems, Designing Data-Intensive Applications explains much of the context for why we'd want them, and some examples of th

While not directly about distributed systems, Designing Data-Intensive Applications explains much of the context for why we'd want them, and some examples of them: https://dataintensive.net/ https://dataintensive.net/