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Esri Professional Services as developed a free reporting tool specifically designed for analyzing ArcGIS server and service logs called System Log Parser. From the description: System Log Parser is an ArcGIS for Server (10.1+) log query and analyzer tool. When run, it connects to an ArcGIS for Server instance on port 6080 as an administrator, ...

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