automatically generating one or more modified application scenarios from an initial application scenario having configuration data and a plurality of operations relating to an error, wherein the one or more modified application scenarios are variations of the initial application scenario; and

executing the one or more modified application scenarios to detect an existence or non-existence of the error in the one or more modified application scenarios, wherein the detecting of the existence or non-existence of the error includes comparing configuration elements of the one or more modified application scenarios of a first application to configuration elements of a second application different than the first application, wherein the comparing includes identifying, based on the detection of the existence or non-existence of the error in the first application, the configuration elements of the second application which necessitate modification to mitigate a second error in the second application similar to the error in the first application, and wherein information is extracted from a support ticket describing the error by a machine learning mechanism to determine allowed variation boundaries of the configuration elements of the first application and the configuration elements of the second application through examination of recommended settings in available product information, and examination of configuration elements of one or more additional applications not experiencing the error.