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    July 30, 2025

    Is Your “Single Pane of Glass” Leaving You Blind to the Real Problem?

    Why Depth Trumps Breadth in the Age of AIOps

    5 min read

    Key Takeaways
    • Discover how generalized AIOps tools can identify network problems, but lack actionable insights.
    • Employ specialized analysis to transform troubleshooting from a guessing game into a precise, methodical process.
    • See why a specialized monitoring strategy remains a core requirement for businesses reliant on digital services.

    In the push to simplify IT management, the idea of a single, all-encompassing AIOps platform is certainly appealing. The promise of one dashboard to monitor the entire IT stack—from applications and infrastructure to the network—suggests a world of streamlined operations. This generalist approach aims to provide a broad overview, correlating data from across the business to spot trends and potential issues.

    But when a critical application slows down and every second of downtime costs your business, a different question comes to mind: Is a broad overview enough? When your digital services are on the line, the generalist’s high-level alert that "it's a network problem" often marks the beginning of a frantic troubleshooting effort, not the end. This is where a fundamental difference in monitoring philosophy becomes critical—the domain-agnostic view of a generalist versus the domain-centric approach of a specialist—and where the value of deep expertise comes into sharp focus.

    The problem with high-level views

    Imagine trying to navigate a city with a satellite map that only shows major highways. You can see the general flow of traffic, but when a bottleneck occurs, you have no insight into the specific street, or whether an accident or construction work are causing the jam. Working with generalist AIOps platforms can feel a lot like this. Their domain-agnostic design means they excel at aggregating data and flagging anomalies at a high level, but this often leads to alerts that lack the actionable context needed for a quick resolution.

    When a user complains about poor application performance, the generalist tool might correctly identify network latency as a symptom. But where is that latency coming from? Is it in the local Wi-Fi, the corporate WAN, an internet provider's backbone, or the cloud provider's network? For the teams responsible for network integrity, a simple "network issue" alert is more of a riddle than an answer, kicking off a time-consuming, manual investigation across multiple tools and domains. The generalist sees the "what," but struggles to provide the "where" and the "why."

    The specialist’s advantage: Depth over breadth

    This is precisely where a network monitoring specialist excels. Its domain-centric architecture means it is purpose-built to provide extreme granularity and deep contextual insights into the network itself. It operates on the principle that you cannot fix what you cannot see in detail.

    Let’s consider the capabilities that matter most during a high-stakes troubleshooting scenario. A specialist provides end-to-end path analysis, tracing the hop-by-hop journey of application packets, from the user's device to the application server and back, regardless of where that journey leads. This could be across your corporate LAN, through multiple ISP networks, and into a complex multi-cloud environment. This level of visibility transforms troubleshooting from a guessing game into a methodical process of elimination, pinpointing the exact device or link that is degrading performance.

    Furthermore, a specialist approach moves beyond simply reacting to network events and incorporates active monitoring to proactively guarantee performance. This involves running continuous, lightweight tests that validate the performance and availability of the exact network paths your users and applications depend on. These tests can be run from all the places that matter to you: your data centers, your cloud environments, your branch offices, and even from key internet vantage points. By constantly measuring key metrics from an end-user perspective, you establish a real-time baseline of what “good” looks like. This level of proactive, detailed insight is what allows you to find and fix issues before they ever have an impact on a significant number of users.

    Gaining visibility in a complex world

    Today’s networks are anything but simple. They are a chaotic blend of on-premises data centers, SD-WAN, multi-cloud services, and a distributed workforce. Relying solely on a generalist platform in this environment is like asking a family doctor rather than a cardiac surgeon to perform open-heart surgery. While both are medical professionals, the context demands a specialist's focused expertise and precision tools.

    The goal isn't to create more data, but to generate meaningful, actionable intelligence. When your business relies on the flawless performance of its digital services, having a monitoring strategy that can instantly isolate the root cause of a network issue is not a luxury—it is a core operational requirement. While a broad view has its place for identifying large-scale trends, the specialist’s deep, contextual insight is what empowers you to resolve the complex network problems that inevitably arise, protecting both your organization’s revenue and reputation.

    Resolving complex network problems requires moving from high-level overviews to deep, contextual intelligence. To see how a specialist approach provides the granular and actionable visibility needed to master modern networks, see our Network Observability by Broadcom page

    Yann Guernion

    Yann has several decades of experience in the software industry, from development to operations to marketing of enterprise solutions. He helps Broadcom deliver market-leading solutions with a focus on Network Management.

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