Systems and methods for centralized configuration of a distributed computing cluster are disclosed. One embodiment of the disclosed technology provides a user environment that facilitates a selection of a service to be run on hosts in the distributed computing cluster and configuration of the service or hosts in the distributed computer cluster. The disclosed technology can further configure each of the hosts in the distributed computing cluster to run the service based on a set of configuration settings.