{"id":2727712,"date":"2025-03-11T11:26:16","date_gmt":"2025-03-11T18:26:16","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2727712"},"modified":"2025-03-14T09:56:43","modified_gmt":"2025-03-14T16:56:43","slug":"three-lenses-of-observability-with-arcgis","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/administration\/three-lenses-of-observability-with-arcgis","title":{"rendered":"Three lenses of observability with ArcGIS"},"author":15561,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37501],"tags":[43671,40501,555752,778782,759662],"industry":[],"product":[421922,36841,36671,36571],"class_list":["post-2727712","blog","type-blog","status-publish","format-standard","hentry","category-administration","tag-administration","tag-administrators","tag-arcgis-notebooks","tag-it","tag-kubernetes","product-arcgis","product-api-python","product-ops-dashboard","product-arcgis-enterprise"],"acf":{"authors":[{"ID":15561,"user_firstname":"Tori","user_lastname":"O hara","nickname":"Tori O'Hara","user_nicename":"tohara","display_name":"Tori O'Hara","user_email":"TOhara@esri.com","user_url":"","user_registered":"2020-03-09 20:04:56","user_description":"Tori is a technical writer on the ArcGIS Enterprise team.","user_avatar":"<img alt='' src='https:\/\/secure.gravatar.com\/avatar\/ffe337945f9ef5fd76f657da94c70dbad1901aff84ab86f0c094ffaf63bb737e?s=96&#038;d=blank&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/ffe337945f9ef5fd76f657da94c70dbad1901aff84ab86f0c094ffaf63bb737e?s=192&#038;d=blank&#038;r=g 2x' class='avatar avatar-96 photo' height='96' width='96' loading='lazy' decoding='async'\/>"},{"ID":7561,"user_firstname":"Bill","user_lastname":"Major","nickname":"bmajor","user_nicename":"bmajor","display_name":"Bill Major","user_email":"bmajor@esri.com","user_url":"","user_registered":"2018-03-22 19:23:54","user_description":"Bill is a lead software development engineer on the ArcGIS Enterprise team, focused on ArcGIS Notebooks, security, Kubernetes, and framework development.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/BillMajor-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"short_description":"This blog showcases how administrators can use ArcGIS to gain insights into the health and stability of their ArcGIS Enterprise deployment.","flexible_content":[{"acf_fc_layout":"content","content":"<p><em>This is a companion blog for a plenary demonstration from the 2025 Esri Developer &amp; Technology Summit plenary.<\/em><\/p>\n<p>&nbsp;<\/p>\n<p>In his plenary demonstration, Bill highlights three different lenses of observability possible with ArcGIS.<\/p>\n"},{"acf_fc_layout":"kaltura","video_id":"1_97d28ml1","time":false,"start":0,"stop":""},{"acf_fc_layout":"content","content":"<h2>Organizational observability<\/h2>\n<p><span data-preserver-spaces=\"true\">The first of the three lenses is organizational observability.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">ArcGIS Dashboards creates configurable dashboards to visualize and analyze data, helping organizations gain valuable insights and communicate those insights to customers, other organization members, and stakeholders.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">For his demonstration, Bill showcases a dashboard powered by ArcGIS Notebooks. This dashboard includes several widgets that return insights on the following logistical information:<\/span><\/p>\n<ul>\n<li><span data-preserver-spaces=\"true\">The user login rates (per hour)<\/span><\/li>\n<li><span data-preserver-spaces=\"true\">The number of active, scheduled notebook tasks<\/span><\/li>\n<li><span data-preserver-spaces=\"true\">The remaining entitlements available to organization members<\/span><\/li>\n<li><span data-preserver-spaces=\"true\">The users most frequently accessing feature services<\/span><\/li>\n<\/ul>\n"},{"acf_fc_layout":"image","image":{"ID":2727722,"id":2727722,"title":"ArcGIS Dashboard","filename":"ArcGIS-Dashboard-dashboard.png","filesize":62922,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/administration\/three-lenses-of-observability-with-arcgis\/arcgis-dashboard-dashboard","alt":"","author":"15561","description":"A screenshot of a dashboard, showcasing multiple widgets","caption":"The dashboard contains multiple widgets, each tracking a different aspect of an ArcGIS Enterprise deployment.","name":"arcgis-dashboard-dashboard","status":"inherit","uploaded_to":2727712,"date":"2025-03-11 17:09:49","modified":"2025-03-11 17:14:58","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":624,"height":312,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","medium-width":464,"medium-height":232,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","medium_large-width":624,"medium_large-height":312,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","large-width":624,"large-height":312,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","1536x1536-width":624,"1536x1536-height":312,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","2048x2048-width":624,"2048x2048-height":312,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","card_image-width":624,"card_image-height":312,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/ArcGIS-Dashboard-dashboard.png","wide_image-width":624,"wide_image-height":312}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><span data-preserver-spaces=\"true\">Bill takes a moment to touch on one specific widget: <\/span><strong><span data-preserver-spaces=\"true\">Requests by Users Accessing Hosted Feature Services<\/span><\/strong><span data-preserver-spaces=\"true\">. <\/span><span data-preserver-spaces=\"true\">This widget uses ArcGIS Server usage reports and ArcGIS Notebooks to display its data.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">Usage reports provide ArcGIS Server usage data for specific resources. This report uses a new metric that monitors the number of requests made by individual users to hosted feature services over a set period.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">Bill created a Python-powered notebook that queries the usage report for information. Using this notebook, he creates reports of requests made to services, both by date and by user.<\/span><\/p>\n<p><span data-preserver-spaces=\"true\">With these tools, administrators can make better, more informed decisions to optimize their environments.<\/span><\/p>\n<h2>Administrative observability<\/h2>\n<p>Next, Bill showcases how ArcGIS aids with administrative observability. To demonstrate, Bill switches to the Grafana dashboard of an ArcGIS Enterprise on Kubernetes deployment. The Grafana dashboard shows a wide range of Prometheus metrics, such as CPU usage and throttling and service-level metrics.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2727732,"id":2727732,"title":"Grafana Dashboard","filename":"grafana-dashboard-widgets.png","filesize":79559,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/administration\/three-lenses-of-observability-with-arcgis\/grafana-dashboard-widgets","alt":"","author":"15561","description":"A screenshot of a Grafana dashboard showing various health metrics","caption":"The Grafana dashboard showing various metrics for a specific service, such as node CPU usage and the percentage of node memory utilization.","name":"grafana-dashboard-widgets","status":"inherit","uploaded_to":2727712,"date":"2025-03-11 17:15:52","modified":"2025-03-11 17:18:24","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":624,"height":314,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","medium-width":464,"medium-height":233,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","medium_large-width":624,"medium_large-height":314,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","large-width":624,"large-height":314,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","1536x1536-width":624,"1536x1536-height":314,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","2048x2048-width":624,"2048x2048-height":314,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","card_image-width":624,"card_image-height":314,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/grafana-dashboard-widgets.png","wide_image-width":624,"wide_image-height":314}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>Bill demonstrates how IT administrators can use these metrics to identify and respond to issues as they arise.<\/p>\n<p>He created a notebook for an ArcGIS Enterprise on Kubernetes deployment that helps him query logs. Specifically, the notebook queries all INFO-level logs generated during an earlier publishing event for a hosted feature service.<\/p>\n<p>He identifies a specific log he knows is generated at the beginning of the publishing workflow. The log includes a request ID, which he can use to refine the logs to show only logs associated with a specific request. These logs come from different components of an ArcGIS Enterprise on Kubernetes deployment, such as the Sharing API and Publishing Tools GPServer. After filtering the logs down using the request IDs, Bill can more easily identify any logs that can help diagnose issues related to the services within his deployment.<\/p>\n<p>By performing this workflow, Bill shows how log traceability can help streamline an IT administrator\u2019s ability to troubleshoot problems with the health and performance of their infrastructure.<\/p>\n<h2>Compliance observability<\/h2>\n<p>Finally, Bill demonstrates the third lens of observability. ArcGIS Enterprise now offers the ability to export audit logs. Audit logs are detailed event logs used to monitor changes made to an ArcGIS Enterprise deployment. Audit logs are a tool that helps identify the cause of critical or breaking changes that occurred.<\/p>\n<p>Notably, audit logs are processed by Security Information and Event Management (SIEM) tools to generate an audit trail, track trends in user activity, and monitor and address any security threats or vulnerabilities.<\/p>\n<p>For this portion of the demonstration, Bill shows an ArcGIS Enterprise organization that uses an agent that ingests these audit logs into an SIEM. Using the SIEM, Bill can query for specific patterns, such as excessive failed login attempts. He can also set up alerts for specific patterns so that he receives near real-time when events occur.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2727742,"id":2727742,"title":"Microsoft Sentinel SEIM","filename":"SEIM.png","filesize":72710,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/administration\/three-lenses-of-observability-with-arcgis\/seim","alt":"","author":"15561","description":"A screenshot of Microsoft Sentinel querying audit logs","caption":"An SEIM is used to query the audit logs from an ArcGIS Enterprise deployment","name":"seim","status":"inherit","uploaded_to":2727712,"date":"2025-03-11 17:19:11","modified":"2025-03-11 17:20:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":624,"height":312,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","medium-width":464,"medium-height":232,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","medium_large-width":624,"medium_large-height":312,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","large-width":624,"large-height":312,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","1536x1536-width":624,"1536x1536-height":312,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","2048x2048-width":624,"2048x2048-height":312,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","card_image-width":624,"card_image-height":312,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/03\/SEIM.png","wide_image-width":624,"wide_image-height":312}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>With this demonstration, Bill showcased some of the tools security engineers have to monitor access to deployment resources, and how that access is happening.<\/p>\n<h2>Conclusion<\/h2>\n<p>Throughout his demonstration, Bill shows how different forms of observability exist within ArcGIS, and how that observability plays a crucial role in enhancing an organization\u2019s operational efficiency.<\/p>\n<p>To learn more about what was discussed in this blog, see the documentation below:<\/p>\n<ul>\n<li><a href=\"https:\/\/doc.arcgis.com\/en\/dashboards\/latest\/get-started\/what-is-a-dashboard.htm\">Introduction to Dashboards<\/a><\/li>\n<li><a href=\"https:\/\/enterprise.arcgis.com\/en\/portal\/latest\/administer\/windows\/understand-audit-logs.htm\">Understand audit logs<\/a><\/li>\n<li><a href=\"https:\/\/enterprise-k8s.arcgis.com\/en\/11.3\/administer\/service-usage-statistics.htm\">Service usage statistics in ArcGIS Enterprise on Kubernetes<\/a><\/li>\n<\/ul>\n"}],"related_articles":[{"ID":785361,"post_author":"7641","post_date":"2025-08-22 11:18:53","post_date_gmt":"2025-08-22 18:18:53","post_content":"","post_title":"Create your first dashboard using ArcGIS Dashboards","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"create-first-arcgis-dashboards","to_ping":"","pinged":"","post_modified":"2025-08-22 17:15:02","post_modified_gmt":"2025-08-23 00:15:02","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=785361","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":2282342,"post_author":"15561","post_date":"2024-03-13 10:00:46","post_date_gmt":"2024-03-13 17:00:46","post_content":"","post_title":"Dev Summit 2024: Observability and reliability in ArcGIS Enterprise on Kubernetes","post_excerpt":"","post_status":"publish","comment_status":"closed","ping_status":"closed","post_password":"","post_name":"dev-summit-2024-observability-and-reliability-in-arcgis-enterprise-on-kubernetes","to_ping":"","pinged":"","post_modified":"2024-03-15 08:54:40","post_modified_gmt":"2024-03-15 15:54:40","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2282342","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"show_article_image":false,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2026\/03\/AdobeStock_146251726.jpg","wide_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Three lenses of observability with ArcGIS<\/title>\n<meta name=\"description\" content=\"This blog showcases how ArcGIS offers numerous tools to provide 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