Automated derivation of an initialization ordering for computing services distributed across multiple computing systems. The initialization ordering is derived by monitoring initialization times for the computing services for one or more prior initializations of the computing services. Initialization dependencies of the computing services are then estimated based on the time of their initialization. The entire initialization ordering is then derived based on the estimated initialization dependencies.