In one embodiment, a system includes a database; and a cache layer comprising one or more leader cache nodes, the one or more leader cache nodes operative to: communicate graph information between a follower cache layer and the database; receive a request from one of the follower cache nodes to store graph information in the database; update the database storing the graph responsive to the request; and update one or more of the follower cache nodes storing the portion of the graph associated with the request.