Distributed computing is a computing paradigm where multiple computers work together to solve problems, emphasizing characteristics like concurrency, decentralization, and fault tolerance. It offers advantages such as scalability, enhanced performance, and cost efficiency, but also poses challenges related to complexity and security. Cloud computing is a delivery model built on distributed computing principles, offering on-demand resources and automated scalability, making it accessible over the internet.