Embodiments are directed to verifying performance and operation of live services. Applications operative in a computing environment and directed to a plurality of organizations may be provided such that the applications include data associated with different organizations. Templates that declare template objects may be provided such that the template objects may be directed to verifying features of the applications. Data associated with the organization may be provided based on the template objects. Verification objects may be generated based on the template objects and the provided data. The verification objects may be employed to verify the features of the applications based on verification conditions and the provided data. Reports that include results based on verification conditions and the provided data may be provided.