Coordinated timing networks are dynamically merged into a single coordinated timing network. This merge occurs without taking down any of the servers. Each server of the merged coordinated timing network has the same coordinated timing network identifier (CTN ID), and the merged coordinated timing network has one selected primary time server. Optionally, the merged coordinated timing network may include a backup time server and an arbiter.