Statistical Exception Detection System (SEDS) has been successfully used for more than six years to automatically produce web-based exception reports against the performance data warehouse for a large, multi-platform environment. Adding some application specific metrics including middleware traffic and response times made SEDS an excellent tool for application performance management. This paper also describes how to create statistical control charts using a spreadsheet in order to capture a performance issue without using expensive tools with built-in SPC procedure. 1