An intelligent placement engine generates a placement map that provides a configuration for deploying a service based at least in part, on one or more configuration parameters. A data center in which the service is to be hosted is defined using a data center definition, while the service is defined using a service definition. The configuration parameters include estimated probabilities calculated based on estimated resource consumption data. The resource consumption data is estimated based at least in part on historical data distributions.