Rackspace monitors tens of thousands of servers using several open source tools like Apache Cassandra, Zookeeper, and Scribe. They developed their own tools like Virgo and Dreadnot to deploy agents and configure clusters across datacenters. Regular testing, deployment automation with Dreadnot and Chef, and documentation help support the large-scale monitoring system.