Hadoop MapReduce is being explored as a potential architecture for large-scale spam filtering. The SpamCloud prototype applies the MapReduce model to process vast amounts of email data. It includes components for email transport, MapReduce logic and job scheduling, and a plugin API for spam detection. Future work plans to expand the system by adding nodes, optimizing performance, and developing domain-specific languages and ontologies to describe node behavior and annotate the system.