The AppsOne platform is supported by application behavior learning (ABL), which enables automatic threshold discovery (ATD) for application performance monitoring of underlying data center components. ATD automates the configuration and management of dynamic thresholds which prevent IT accidents before they occur, with the help of early warning alerts. The alerts analysis of the root causes and aids in solving of application stack problems.