{"id":37830,"date":"2025-07-16T10:44:02","date_gmt":"2025-07-16T14:44:02","guid":{"rendered":"https:\/\/www.eginnovations.com\/blog\/?p=37830"},"modified":"2025-07-16T10:45:02","modified_gmt":"2025-07-16T14:45:02","slug":"challenges-in-aiops-and-how-to-sail-through-them","status":"publish","type":"post","link":"https:\/\/www.eginnovations.com\/blog\/challenges-in-aiops-and-how-to-sail-through-them\/","title":{"rendered":"Challenges in AIOps and how to sail through them"},"content":{"rendered":"<div class=\"inner_content\">\n<p><a class=\"link\" href=\"https:\/\/www.eginnovations.com\/product\/capabilities\/aiops-monitoring\">AIOps (Artificial Intelligence for IT Operations)<\/a> is not only a game changer, but the need of the hour as modern IT grows and becomes increasingly complex. The promises of <strong>AIOps<\/strong> are both overwhelming and tantalizing.<\/p>\n<p>AI-powered monitoring and observability can help predict issues, automatically resolve incidents, and optimize performance across the IT infrastructure. However, onboarding an AIOps monitoring tool can be more complicated than it sounds on paper.<\/p>\n<p><a href=\"https:\/\/www.eginnovations.com\/ebooks\/demystifying-aiops-8-myths-dispelled-for-it-ops-teams\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37837 size-full\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps.jpg\" alt=\"Clickable banner image to a free eBook explaining AIOps \" width=\"850\" height=\"180\" srcset=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps.jpg 850w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps-300x64.jpg 300w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps-768x163.jpg 768w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps-800x169.jpg 800w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps-310x66.jpg 310w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Demystifying-AIOps-140x30.jpg 140w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/a><\/p>\n<p>Many IT teams we&#8217;ve spoken with shared their initial excitement about AIOps until they see inevitable challenges. One bank (like many of our customers), for instance, was struggling with siloed IT functions. At that point, their IT teams were pointing fingers at each other instead of fixing the real issue. We understood their style of working and demonstrated eG Enterprise.<\/p>\n<p>Well, to cut a long story short! After integrating eG Enterprise into their daily operations, they realized it wasn\u2019t just about implementing an AIOPs monitoring tool, rather it was also about transforming how they worked together every day.<\/p>\n<p>If you\u2019re considering or already in the process of selecting an AIOps tool for monitoring and IT operations, <strong>eG Enterprise<\/strong> can help streamline your Modern IT Operations.<\/p>\n<p>Below are the key challenges and how eG Enterprise can help you navigate them with ease.<\/p>\n<h2>The Complexity of ensuring Observability for Modern IT Environments<\/h2>\n<p><strong>The Challenge:<\/strong> IT environments have evolved much that they are rarely simple. With the rise of microservices, containers, and multi-cloud architectures, IT stacks often become chains of networks of interconnected systems and services.<\/p>\n<p>Let\u2019s be realistic\u2014using most traditional monitoring tools is like trying to find a needle in a haystack. So, managing this complexity with traditional monitoring tools is not only time-consuming but often ineffective at providing the real-time insights needed for quick problem resolution.<\/p>\n<p style=\"margin-bottom: 15px;\"><strong>How eG Enterprise can help<\/strong>:<\/p>\n<ul>\n<li>\n<p style=\"margin-bottom: 15px;\"><strong>Unified Coverage:<\/strong> Whether your systems run <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/glossary\/on-premises\">on-premises<\/a>, or in a public cloud, or spread across <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/product\/cloud-monitoring\">hybrid environments<\/a>, <strong>eG Enterprise<\/strong> offers deep visibility into every corner of your infrastructure. It supports multiple cloud platforms (<a class=\"link\">AWS<\/a>, <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/supported-technologies\/azure-monitoring\">Azure<\/a>, <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/supported-technologies\/google-cloud-platform-monitoring\">GCP<\/a> and <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/supported-technologies\/alibaba-monitoring\">Alibaba<\/a>) and integrates natively with modern architectures such as <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/supported-technologies\/kubernetes-monitoring\">Kubernetes<\/a> and <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/supported-technologies\/docker-container-monitoring\">Docker<\/a>.<\/p>\n<p><a href=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture-zoom.jpg\" data-rel=\"lightbox-image-0\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37839 size-full\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture.webp\" alt=\"Screenshot of an overview dashboard for Kubernetes within eG Enterprise\" width=\"750\" height=\"335\" srcset=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture.webp 750w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture-300x134.webp 300w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture-310x138.webp 310w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Kubernetes-architecture-140x63.webp 140w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<div class=\"img_caption\">Figure 1: eG Enterprise includes integrated support for modern architectures and containerization technologies such as Kubernetes<\/div>\n<\/p>\n<\/li>\n<li><strong>Intelligent Correlation:<\/strong> One of eG Enterprise\u2019s standout features is its ability to <a class=\"link\" href=\"https:\/\/www.eginnovations.com\/blog\/what-is-event-correlation-and-why-does-event-correlation-matter-when-monitoring\/\">correlate data<\/a> from various components and layers. The AI-powered monitoring tool automatically identifies relationships between different components, helping you uncover root causes of performance issues across complex systems.<\/li>\n<li><strong>Scalability at Its Core:<\/strong> As your infrastructure grows, eG Enterprise scales with it. Whether you&#8217;re managing hundreds of servers or microservices, the eG platform scales at ease to monitor your infra, so you&#8217;re never left in the dark.<\/li>\n<\/ul>\n<h2>The Data: Handling Data Quality and Integration Issues<\/h2>\n<p><strong>The Challenge:<\/strong> AIOps is as good as the data it can ingest. For organizations with distributed data across multiple apps (legacy, cloud, on-prem, etc.), the idea of consolidating and cleaning up that data to monitor feed and into an AIOps solution can be overwhelming. Without high-quality, integrated data, even the best AI models may fail to do the job.<\/p>\n<p style=\"margin-bottom: 15px;\"><strong>How eG can help:<\/strong><\/p>\n<ul>\n<li>\n<p style=\"margin-bottom: 15px;\"><strong>Unified Data Collection:<\/strong> eG Enterprise provides a single pane of glass for monitoring across your entire IT environment, whether it\u2019s on-premises, cloud, or hybrid. This ensures that all your data\u2014user experience measures, logs, events, metrics, and traces\u2014are collected in a database 24 x 7 and ready for analysis, with minimal effort required from your team.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37841 size-full\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Three-Pillars-03.webp\" alt=\"graphic showing pillars of observability - metrics, logs, traces plus other newer pillars events, user experience metrics and profiling\" width=\"750\" height=\"571\" srcset=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Three-Pillars-03.webp 750w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Three-Pillars-03-300x228.webp 300w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Three-Pillars-03-310x236.webp 310w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/Three-Pillars-03-140x107.webp 140w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/li>\n<li><strong>Machine Learning-Based Anomaly Detection:<\/strong> eG leverages machine learning algorithms and statistical methods to analyze large volumes of data and identify unusual patterns or anomalies that could indicate potential issues, reducing the need for manual intervention.<\/li>\n<li><strong>Simplistic, yet powerful Reporting:<\/strong> eG Enterprise supports monitoring of 600+ applications out-of-the-box and it has the ready-to-report template (layered model) for monitoring the application. This makes alerting and correlation work seamlessly on everything from a standalone server to a complex heterogenous infrastructure. Thereby, eliminating silos and giving you a holistic view of your infrastructure\u2019s performance.<\/li>\n<\/ul>\n<h2>Defining the Right Signals:<\/h2>\n<p><strong>The Challenge:<\/strong> With so much data coming from so many different sources, it can be hard to decide which metrics matter the most. Without the right KPIs in place, it\u2019s easy to miss the measures that could prevent system failures or performance bottlenecks.<\/p>\n<p style=\"margin-bottom: 15px;\"><strong>How eG can help:<\/strong><\/p>\n<ul>\n<li>\n<p style=\"margin-bottom: 5px;\"><strong>Predefined Thresholds &amp; Structured Approach:<\/strong><\/p>\n<p style=\"margin-bottom: 15px;\">eG Enterprise makes the job of IT teams easier by providing out-of-the-box thresholds for the applications being monitored. Additionally with predefined grouping and tiers, it makes the L1\/L2 support teams\u2019 lives easier in identifying the real issues.<\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 5px;\"><strong>Root Cause Analysis:<\/strong><\/p>\n<p style=\"margin-bottom: 15px;\">When an anomaly is detected in a heterogenous infra that&#8217;s being monitored, eG Enterprise not only triggers an alarm, it also digs deeper and performs diagnostics to help identify the root cause. This reduces time spent on manual troubleshooting and accelerates mean time to resolution (Low <a class=\"link\" href=\"https:\/\/en.wikipedia.org\/wiki\/Mean_time_to_recovery\" target=\"blank\">MTTR<\/a>!)<\/p>\n<\/li>\n<li>\n<p style=\"margin-bottom: 5px;\"><strong>Customizable Dashboards:<\/strong><\/p>\n<p style=\"margin-bottom: 15px;\">eG allows users to tailor dashboards based on the metrics that are most important. Whether you\u2019re tracking system uptime, application performance, or user experience, users can easily visualize the metrics that directly impact business goals. Persona-based dashboards can be created at ease to ensure relevant metrics are shown for stakeholder teams.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dashboard-zoom.jpg\" data-rel=\"lightbox-image-1\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37842 size-full\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dahboard.webp\" alt=\"RUM (Real User Monitoring) dashboard in eG Enterprise showing Apdex scores for apps and how user experience can be used to prioritize issues\" width=\"750\" height=\"477\" srcset=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dahboard.webp 750w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dahboard-300x191.webp 300w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dahboard-310x197.webp 310w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/RUM-dahboard-140x89.webp 140w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<div class=\"img_caption\">Figure 2: Dashboard overviews can provide management and IT teams with clear visibility about the performance of applications and services and their quality of the end user experience<\/div>\n<h2>Alert Fatigue: Intelligent Alerting and Incident Management<\/h2>\n<p><strong>The Challenge:<\/strong> Nothing stops the productivity of the IT teams like alert fatigue. When the IT team is bombarded with constant alerts\u2014many of which are irrelevant or false positives\u2014it becomes increasingly difficult to distinguish between critical incidents and routine anomalies.<\/p>\n<p style=\"margin-bottom: 15px;\"><strong>How eG can help:<\/strong><\/p>\n<ul>\n<li>\n<p style=\"margin-bottom: 15px;\"><strong>Prioritize Alerts:<\/strong> eG Enterprise embraces AI and ML to intelligently prioritize alerts based on severity and potential impact. This ensures that the right team is always involved in addressing the most critical issues which were identified by automated event-correlation, rather than getting distracted by non-urgent notifications.<\/p>\n<p><a href=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management-zoom.jpg\" data-rel=\"lightbox-image-2\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37844 size-full\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management.webp\" alt=\"Alarm correlation within eG Enterprise - alarms and alerts are shown with correlations, grouped and in a hierarchy - this AIOps powered technology avoids the challenges of alert storms by attributing multiple alerts to a primary root cause priority issue\" width=\"750\" height=\"313\" srcset=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management.webp 750w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management-300x125.webp 300w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management-310x129.webp 310w, https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/incident-management-140x58.webp 140w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<div class=\"img_caption\">Figure 3: Alerts are correlated, prioritized and groups to avoid alarm storms and to ensure primary issues rather than secondary issues are addressed<\/div>\n<\/li>\n<li><strong>Automated Remediation:<\/strong> In addition to intelligent alerting with proper RCA, eG offers automated remediation with corrective scripts for frequently occurring issues. By this way, many issues can be resolved without human intervention, further reducing the noise and allowing team to focus on higher-priority tasks.<\/li>\n<li><strong>Alarm Escalation &amp; ITSM Integration:<\/strong> Users can leverage eG\u2019s alarm escalation feature to effectively route and prioritize triggered alerts. This ensures that no alert goes unattended, as issues are systematically assigned based on team workflows and priorities. Additionally, eG offers out of the box integration with most popular ITSM tools, enabling automatic ticket creation and assignment. If alerts are resolved (either through automated corrective actions or other means) the associated tickets are automatically closed, eliminating manual effort and preventing duplicate entries.<\/li>\n<\/ul>\n<h2>Lastly, The People Over Process<\/h2>\n<p><strong>The Challenge:<\/strong> Changing the way your IT teams work can be challenging. There could be initial inhibitions from some team members to embrace an AI-powered anything. While this is all understandable, introducing AI into the IT environment can seem like a big leap.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-37869 size-full\" style=\"width: 600px;\" src=\"https:\/\/www.eginnovations.com\/blog\/wp-content\/uploads\/2025\/07\/team-collaborating-img.jpg\" alt=\"Image of a team collaboratively discussing data on a large screen slidedeck\" width=\"750\" height=\"461\" \/><\/p>\n<p style=\"margin-bottom: 15px;\"><strong>How eG can help:<\/strong><\/p>\n<ul>\n<li><strong>Empowering IT Teams<\/strong>: AIOps isn\u2019t about replacing human efforts &amp; intelligence; it\u2019s about embracing it. The tool can be leveraged to automate the repetitive tasks that often bog down IT teams. This gives the team more time to focus on productive activities.<\/li>\n<li><strong>Intuitive, User-Friendly Interface:<\/strong> eG Enterprise is designed to be user-friendly. The intuitive dashboards and easy-to-understand visualizations make it accessible for everyone, from system admins to business executives.<\/li>\n<li><strong>Training and Support:<\/strong> eG Enterprise offers comprehensive training resources and dedicated customer support to ensure your team feels confident using the tool. We guide you through the setup, provide best practices, and offer personalized assistance whenever you need it.<\/li>\n<\/ul>\n<div class=\"containers mb-4\" style=\"clear:both\">\n \t<div class=\"fixed-free-trial-div mb-3\" id=\"fixedsectioninfo_blog_btn\">\n \t\n \t<style>.containers_hide_row,.all_blogs_bottom{\n \tdisplay:none;\n   \n}\t<\/style>\n                <div class=\"box-style container row pt-4 pb-4  animatedParent animateOnce\" data-sequence=\"100\" style=\"border-bottom: 1px solid #ddd;border-top: 1px solid #ddd;background: #4b4b4b;padding: 15px 15px 0 15px;border-radius: 12px;\">\n                \n                <div class=\"text-center animated fadeIn go\"> \n                <p class=\"text-center mb-4\" style=\"    color: #fff;\">\n\neG Enterprise is an Observability solution for Modern IT. Monitor digital workspaces, <br\/>web applications, SaaS services, cloud and containers from a single pane of glass.\n<\/p>\n                <\/div>\n                    <div class=\"text-center pb-1 animated fadeIn go\" data-id=\"8\">\n                        <a class=\"border-btnhead-eg\"  href=\"https:\/\/www.eginnovations.com\/it-monitoring\/free-trial\"> <span style=\"font-family: GraphikMedium!important;color: #fff;\">Free Trial<\/span><\/a>\n                        <a href=\"https:\/\/www.eginnovations.com\/product\" class=\" border-btnhead-eg\" style=\"width:230px;   \"> <svg width=\"24\" height=\"24\" style=\"margin-top:-3px\" version=\"1.1\" id=\"Layer_1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\"\n\t viewBox=\"0 0 26.5 26.5\" style=\"enable-background:new 0 0 26.5 26.5;\" xml:space=\"preserve\">\n<style type=\"text\/css\">\n\t.st2{fill:#fff !important;stroke:#fff !important;stroke-miterlimit:10;}\n\t\n\t\t.border-btnhead:hover .st2 {\n  fill: #ffffff !important;\n  stroke: #ffffff;\n}\n<\/style>\n<g>\n\t<g>\n\t\t<path class=\"st2\" d=\"M13.3,25.8c-6.9,0-12.5-5.6-12.5-12.5S6.4,0.8,13.3,0.8s12.5,5.6,12.5,12.5S20.2,25.8,13.3,25.8z M13.3,1.8\n\t\t\tC6.9,1.8,1.8,6.9,1.8,13.3S7,24.8,13.3,24.8s11.5-5.2,11.5-11.5S19.6,1.8,13.3,1.8z M11.2,18.1c-0.2,0-0.4-0.1-0.6-0.2\n\t\t\tc-0.3-0.2-0.6-0.6-0.6-1V9.7c0-0.4,0.2-0.8,0.6-1c0.3-0.2,0.8-0.2,1.2,0l6.2,3.6c0.3,0.2,0.6,0.6,0.6,1s-0.2,0.8-0.6,1l-6.2,3.6\n\t\t\tC11.6,18,11.4,18.1,11.2,18.1z\"\/>\n\t<\/g>\n<\/g>\n<\/svg> <span style=\"font-family: GraphikMedium!important;color: #fff;\">&nbsp;See the platform<\/span><\/a>\n                    <\/div>\n                <\/div>\n                \n                 <\/div>\n            <\/div>\n<h2>Conclusion: Embrace the Future of IT Operations with eG Enterprise<\/h2>\n<p>Implementing AIOps doesn\u2019t have to be filled with roadblocks. With <strong>eG Enterprise<\/strong>, you get a powerful and user-friendly solution that tackles the common challenges of the adoption of AIOps. From simplifying data consolidation with the power of logs, events, metrics and traces monitoring to providing actionable insights and intelligent automation, eG Enterprise is designed to make IT operations more efficient, proactive, and streamlined.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>AIOps (Artificial Intelligence for IT Operations) is not only a game changer, but the need of the hour as modern IT grows and becomes increasingly complex. The promises of AIOps are both overwhelming and tantalizing. AI-powered monitoring and observability can help predict issues, automatically resolve incidents, and optimize performance across the IT infrastructure. However, onboarding [&hellip;]<\/p>\n","protected":false},"author":73,"featured_media":37852,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_lmt_disableupdate":"yes","_lmt_disable":"","footnotes":""},"categories":[366,383,382],"tags":[416,635,2303,1816,2300],"class_list":["post-37830","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-end-to-end-monitoring-e2e","category-it-infrastructure-monitoring","category-unified-monitoring","tag-aiops","tag-aiops-monitoring","tag-aiops-observability","tag-full-stack-observability","tag-observability-best-practices"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Challenges in AIOps and how to sail through them | eG Innovations<\/title>\n<meta name=\"description\" content=\"Adopting AIOps monitoring can require IT teams to shift their mindset. 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