Distributed computing is a system where the components of a computer program are distributed and run across multiple computers that communicate over a network. It involves splitting tasks between participants to solve problems faster. Key advantages include reliability through redundancy, scalability by adding more systems, and faster computation through parallel processing. However, distributed systems also present challenges like more difficult troubleshooting, less software support, and higher costs for network infrastructure.