A distributed system comprises independent computers that present themselves as a single coherent entity, emphasizing middleware for organization. Key characteristics include transparency, scalability, and decentralized algorithms, while scaling techniques address challenges like communication latencies and data replication. The document also discusses various operating system types for distributed contexts, middleware functionalities, client-server interactions, and multi-tier architectures.