Technologies are described for health monitoring using snapshot backups through test vectors. In some examples, health of an application deployed at a datacenter may be monitored and key metrics recorded in the metadata of progressive backup snapshots of an instance of the application such that warning metrics can be reviewed retrospectively upon failure of the instance and a snapshot can be automatically selected for restoration of the application instance based on lack of high incidence of suspect metric values. Moreover, an operating state associated with snapshot backups may be assessed as the snapshots are captured and selected ones with operating conditions desired as part of a test suite may be saved for use as test scenarios. In particular, state information from added or existing deployment monitoring may be used by a test logic process to evaluate whether each snapshot is needed for testing scenarios.