Automated techniques are provided for determining root causes of web site performance or availability problems. Performance metrics falling within a data analysis window are evaluated by a performance monitoring tool, where the performance metrics pertain to the loading of a web page. From the data analysis, particular problems may be surfaced for further consideration. Root causes are also determined for the surfaced problems and published by the performance monitoring tool.
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