Memcached is an open-source, distributed memory object caching system that provides high performance data storage for dynamic web applications. It allows scaling out by accessing the same data from multiple machines. Data is stored in an in-memory hash table and is distributed across nodes using consistent hashing. Memcached improves performance by caching objects like database query results, HTML fragments, and the results of API calls to reduce the load on databases and web servers.