Files
nexus/sreweekly/articles/496/03-stop-reactive-network-troubleshooting-monitor-these-5-metrics-to-preve.html
2026-09-12 17:23:01 +08:00

2892 lines
131 KiB
HTML
Raw Permalink Blame History

This file contains ambiguous Unicode characters
This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="Transform reactive network troubleshooting into proactive monitoring. This piece covers performance metrics that prevent downtime and justify upgrades.">
<meta name="keywords" content="Network performance, metric, network">
<meta property="og:description" content="Transform reactive network troubleshooting into proactive monitoring. This piece covers performance metrics that prevent downtime and justify upgrades.">
<meta property="og:site_name" content="dzone.com">
<meta property="og:title" content="Monitor These 5 Metrics to Prevent Downtime">
<meta property="og:url" content="https://dzone.com/articles/stop-reactive-network-troubleshooting">
<meta property="og:image" content="https://dz2cdn1.dzone.com/storage/article-thumb/18637239-thumb.jpg">
<meta property="og:type" content="article">
<meta name="twitter:site" content="@DZoneInc">
<meta name="twitter:image" content="https://dz2cdn1.dzone.com/storage/article-thumb/18637239-thumb.jpg">
<meta name="twitter:card" content="summary_large_image">
<meta name="twitter:description" content="Transform reactive network troubleshooting into proactive monitoring. This piece covers performance metrics that prevent downtime and justify upgrades.">
<meta name="twitter:title" content="Monitor These 5 Metrics to Prevent Downtime">
<meta name="referrer" content="origin-when-cross-origin">
<meta name="google-site-verification" content="kndbhxcupfEqWmZclhCpB6vlgOs7QSmx2UHAGGnP2mA">
<meta name="df-verify" content="df0d76632b4543">
<link rel="icon" type="image/x-icon" href="https://dz2cdn1.dzone.com/themes/dz20/images/favicon.png">
<link rel="image_src" href="https://dz2cdn1.dzone.com/storage/article-thumb/18637239-thumb.jpg">
<link rel="canonical" href="https://dzone.com/articles/stop-reactive-network-troubleshooting">
<title>Monitor These 5 Metrics to Prevent Downtime</title>
<link rel="preload" href="https://dz2cdn1.dzone.com/themes/dz20/font/fontello.woff?11773374" as="font" type="font/woff" crossorigin="anonymous">
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/icons.css">
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/lib/static/bootstrap/bootstrap.min.css">
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/article/global.css">
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/header-updated/styles.css">
<style>
:root {
--xs-size: 2px;
--sm-size: 5px;
--md-size: 10px;
--lg-size: 15px;
--xl-size: 25px;
--sm-border-size: 8px;
--sm-font-size: 13px;
--sm-plus-font-size: 16px;
--md-font-size: 18px;
--lg-font-size: 22px;
--xl-font-size: 26px;
}
/* Display Quick-Access Classes */
.display-none { display: none; }
.display-block { display: block; }
.display-inline { display: inline; }
.display-inline-block { display: inline-block; }
/* Margin Quick-Access Classes */
.m-xs { margin: var(--xs-size); }
.m-sm { margin: var(--sm-size); }
.m-md { margin: var(--md-size); }
.m-lg { margin: var(--lg-size); }
.m-xl { margin: var(--xl-size); }
.mt-xs, .my-xs { margin-top: var(--xs-size); }
.mr-xs, .mx-xs { margin-right: var(--xs-size); }
.mb-xs, .my-xs { margin-bottom: var(--xs-size); }
.ml-xs, .mx-xs { margin-left: var(--xs-size); }
.mt-sm, .my-sm { margin-top: var(--sm-size); }
.mr-sm, .mx-sm { margin-right: var(--sm-size); }
.mb-sm, .my-sm { margin-bottom: var(--sm-size); }
.ml-sm, .mx-sm { margin-left: var(--sm-size); }
.mt-md, .my-md { margin-top: var(--md-size); }
.mr-md, .mx-md { margin-right: var(--md-size); }
.mb-md, .my-md { margin-bottom: var(--md-size); }
.ml-md, .mx-md { margin-left: var(--md-size); }
.mt-lg, .my-lg { margin-top: var(--lg-size); }
.mr-lg, .mx-lg { margin-right: var(--lg-size); }
.mb-lg, .my-lg { margin-bottom: var(--lg-size); }
.ml-lg, .mx-lg { margin-left: var(--lg-size); }
.mt-xl, .my-xl { margin-top: var(--xl-size); }
.mr-xl, .mx-xl { margin-right: var(--xl-size); }
.mb-xl, .my-xl { margin-bottom: var(--xl-size); }
.ml-xl, .mx-xl { margin-left: var(--xl-size); }
.ml-auto, .mx-auto { margin-left: auto; }
.mr-auto, .mx-auto { margin-right: auto; }
.mt-auto, .my-auto { margin-top: auto; }
.mb-auto, .my-auto { margin-bottom: auto; }
.my-none, .mt-none { margin-top: 0 !important; }
.mx-none, .mr-none { margin-right: 0 !important; }
.my-none, .mb-none { margin-bottom: 0 !important; }
.mx-none, .ml-none { margin-left: 0 !important; }
/* Padding Quick-Access Classes */
.p-xs { padding: var(--xs-size); }
.p-sm { padding: var(--sm-size); }
.p-md { padding: var(--md-size); }
.p-lg { padding: var(--lg-size); }
.p-xl { padding: var(--xl-size); }
.pt-xs, .py-xs { padding-top: var(--xs-size); }
.pr-xs, .px-xs { padding-right: var(--xs-size); }
.pb-xs, .py-xs { padding-bottom: var(--xs-size); }
.pl-xs, .px-xs { padding-left: var(--xs-size); }
.pt-sm, .py-sm { padding-top: var(--sm-size); }
.pr-sm, .px-sm { padding-right: var(--sm-size); }
.pb-sm, .py-sm { padding-bottom: var(--sm-size); }
.pl-sm, .px-sm { padding-left: var(--sm-size); }
.pt-md, .py-md { padding-top: var(--md-size); }
.pr-md, .px-md { padding-right: var(--md-size); }
.pb-md, .py-md { padding-bottom: var(--md-size); }
.pl-md, .px-md { padding-left: var(--md-size); }
.pt-lg, .py-lg { padding-top: var(--lg-size); }
.pr-lg, .px-lg { padding-right: var(--lg-size); }
.pb-lg, .py-lg { padding-bottom: var(--lg-size); }
.pl-lg, .px-lg { padding-left: var(--lg-size); }
.pt-xl, .py-xl { padding-top: var(--xl-size); }
.pr-xl, .px-xl { padding-right: var(--xl-size); }
.pb-xl, .py-xl { padding-bottom: var(--xl-size); }
.pl-xl, .px-xl { padding-left: var(--xl-size); }
.py-none, .pt-none { padding-top: 0 !important; }
.px-none, .pr-none { padding-right: 0 !important; }
.py-none, .pb-none { padding-bottom: 0 !important; }
.px-none, .pl-none { padding-left: 0 !important; }
/* Flex Quick-Access Classes */
.flex {
display: flex;
}
.flex-column {
display: flex;
flex-direction: column;
}
.flex-column-reverse {
display: flex;
flex-direction: column-reverse;
}
.flex-row {
display: flex;
flex-direction: row;
}
.flex-row-reverse {
display: flex;
flex-direction: row-reverse;
}
.flex-wrap {
flex-wrap: wrap;
}
.flex-grow {
flex-grow: 1;
}
.align-center { align-items: center; }
.align-end { align-items: flex-end; }
.content-center {
align-content: center;
}
.justify-center { justify-content: center; }
.justify-start { justify-content: flex-start; }
.justify-end { justify-content: flex-end; }
.justify-around { justify-content: space-around; }
.justify-between { justify-content: space-between; }
.justify-evenly { justify-content: space-evenly; }
.gap-sm { gap: var(--sm-size); }
.gap-md { gap: var(--md-size); }
.gap-lg { gap: var(--lg-size); }
.gap-xl { gap: var(--xl-size); }
/* Display Quick-Access Classes */
.inline-block { display: inline-block; }
/* Font Quick-Access Classes */
.font-xl { font-size: var(--xl-font-size); }
.font-lg { font-size: var(--lg-font-size); }
.font-md { font-size: var(--md-font-size); }
.font-sm-plus { font-size: var(--sm-plus-font-size); }
.font-sm { font-size: var(--sm-font-size); }
.font-strike { text-decoration: line-through; }
.font-underline { text-decoration: underline; }
.font-overline { text-decoration: overline; }
.font-italic { font-style: italic; }
.font-bold { font-weight: bold; }
.font-black { color: #000000; }
.font-white { color: #ffffff; }
.font-gray { color: var(--brand-gray-text); }
.font-danger { color: var(--header-dropdown-button-bg-danger); }
.font-center { text-align: center; }
.no-wrap { white-space: nowrap; }
/* Consistent headings between h and non-h tags */
.heading {
margin-top: 0;
margin-bottom: var(--md-size);
}
.heading.font-xl { line-height: var(--xl-font-size); }
.heading.font-lg { line-height: var(--lg-font-size); }
.heading.font-md { line-height: var(--md-font-size); }
.heading.font-sm-plus { line-height: var(--sm-plus-font-size); }
.heading.font-sm { line-height: var(--sm-font-size); }
/* Font Clamp Quick-Access Classes */
.line-clamp,
.line-clamp-2,
.line-clamp-3,
.line-clamp-4,
.line-clamp-5 {
display: -webkit-box;
-webkit-line-clamp: 4;
-webkit-box-orient: vertical;
overflow: hidden;
text-overflow: ellipsis;
}
.line-clamp-2 { -webkit-line-clamp: 2 !important; }
.line-clamp-3 { -webkit-line-clamp: 3 !important; }
.line-clamp-4 { -webkit-line-clamp: 4 !important; }
.line-clamp-5 { -webkit-line-clamp: 5 !important; }
/* User-Select Quick-Access Classes */
.select-none { user-select: none; }
/* Position Quick-Access Classes */
.absolute { position: absolute; }
.relative { position: relative; }
.float-left { float: left; }
.float-right { float: right; }
.pos-top { top: 0; }
.pos-right { right: 0; }
.pos-bottom { bottom: 0; }
.pos-left { left: 0; }
.va-top { vertical-align: top; }
.va-middle { vertical-align: middle; }
.va-bottom { vertical-align: bottom; }
/* Transition Quick-Access Classes */
.trans-linear-quick {
transition: all 0.15s linear;
}
/* Background Quick-Access Classes */
.bg-gray { background: #cccccc; }
.bg-white { background-color: white; }
.bg-none { background: none; }
/* Border Quick-Access Classes */
.border-gray { border: 1px solid #cccccc; }
.tab-pane.border-gray { border: 1px solid #ddd; }
.no-border, .border-none { border: none !important; }
.bt-none { border-top: none !important; }
.br-none { border-right: none !important; }
.bb-none { border-bottom: none !important; }
.bl-none { border-left: none !important; }
/* Border Radius Quick-Access Classes */
.round-t-sm, .round-tl-sm { border-top-left-radius: var(--sm-border-size); }
.round-t-sm, .round-tr-sm { border-top-right-radius: var(--sm-border-size); }
.round-b-sm, .round-bl-sm { border-bottom-left-radius: var(--sm-border-size); }
.round-b-sm, .round-br-sm { border-bottom-right-radius: var(--sm-border-size); }
.round-sm { border-radius: var(--sm-border-size); }
.round-fully { border-radius: 50%; }
/* Misc Quick-Access Classes */
.haikei {
position: relative;
background-image: url('https://dz2cdn1.dzone.com/themes/dz20/images/polygon-scatter-haikei-shapes.svg');
background-repeat: no-repeat;
background-size: cover;
}
.haikei:before {
content: '';
position:absolute;
top: 0;
left: 0;
width: 100%;
height: 100%;
background-color: var(--color-event-background);
z-index: -1;
}
.margin-auto-center {
display: block;
margin-left: auto;
margin-right: auto;
}
.flex-auto-center {
display: flex;
margin-left: auto;
margin-right: auto;
}
.mw-1100 { max-width: 1100px; }
.mw-1300 { max-width: 1300px; }
.full-width { width: 100%; }
.h-separator {
background-color: #cccccc;
height: 1px;
width: 100%;
margin: 5px auto;
}
.no-spacing {
margin: 0 !important;
padding: 0 !important;
}
.inherit-color { color: inherit; }
.inherit-decoration { text-decoration: inherit; }
/* Table Quick-Access Classes */
.table-border-gray tr:not(:last-child) {
border-bottom: 1px solid #cccccc;
}
table.full-width tr td:last-child {
width:100%;
}
/* Animation Quick-Access Classes */
@keyframes anim-spin {
0% { transform: rotate(0deg); }
100% { transform: rotate(359deg); }
}
.anim-spin {
display: inline-block;
animation: anim-spin 2s infinite linear;
}
.hov-pointer { cursor: pointer; }
.hov-brighten:hover { filter: brightness(1.2); }
.hov-darken:hover { filter: brightness(0.95); }
.hov-underline:hover { text-decoration: underline; }
/* Small tweaks related to components when using these styles */
.nav-tabs {
border-bottom: none;
}
.tab-content > .flex-column.active,
.tab-content > .flex-row.active {
display: flex;
}
/* Alpine components with x-cloak should not be visible by default until conditionals kick in */
[x-cloak] { display: none !important; }
</style>
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/alpine-components/modal.css">
<script defer src="https://dz2cdn1.dzone.com/themes/dz20/lib/alpinejs/3.13.2/cdn.min.js"></script>
<script>
document.addEventListener('alpine:init', () => {
Alpine.store('article', {
id: null,
engagement: {
open: false,
page: 1,
users: [],
additional: true,
loading: false,
initializing: false,
unauthorized: false,
enqueued: null,
dequeued: null,
reset() {
this.open = false;
this.page = 1;
this.users.splice(0);
this.additional = true;
this.loading = false;
this.initializing = false;
this.enqueued = null;
this.dequeued = null;
},
enqueue(user) {
this.dequeued = null;
this.enqueued = user;
},
dequeue(user) {
this.enqueued = null;
this.dequeued = user;
},
add(user) {
this.users.push(user);
this.enqueued = null;
},
remove(user) {
const index = this.users.findIndex(u => u.id === user.id);
if (index !== -1) {
this.users.splice(index, 1);
}
this.dequeued = null;
},
contains(user) {
return this.users.filter(u => u.id === user.id).length;
}
}
});
Alpine.effect(() => {
const store = Alpine.store('article');
if (!store.engagement.additional && store.engagement.enqueued) {
if (!store.engagement.contains(store.engagement.enqueued)) {
store.engagement.add(store.engagement.enqueued);
}
}
});
Alpine.effect(() => {
const store = Alpine.store('article');
if (store.engagement.page && store.engagement.dequeued) {
store.engagement.remove(store.engagement.dequeued);
}
})
});
</script></head>
<body x-data>
<div class="skybox skybox-closeBtn dz_skybox" data-gpt-slot="skybox" id="div-gpt-ad-1435246566686-99"></div>
<header id="ftl-header">
<div class="header-top">
<div class="header-container">
<div class="pull-left logo-container">
<div class="logo">
<a class="inner" href="/">
<picture>
<source srcset="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.webp" type="image/webp">
<source srcset="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.png" type="image/png">
<img src="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.png" width="181" height="56" alt="DZone">
</picture>
</a>
</div>
</div>
<div class="pull-right login-and-search">
<div id="authenticated-block" class="logged-in">
<div class="welcome-back">Thanks for visiting DZone today,</div>
<div id="user-header" class="user-info">
<button class="user-avatar">
<span id="header-username" class="username"></span>
<img id="header-avatar" src="" alt="user avatar">
</button>
<div id="user-dropdown" class="browse-user-menu">
<div class="user-content">
<a id="header-user-plug" href="#" class="user-description"></a>
<a id="header-user-edit" href="#" class="edit-profile">Edit Profile</a>
</div>
<ul class="user-actions">
<li id="first-user-action">
<a id="header-dropdown-manage-email" href="#">Manage Email Subscriptions</a>
</li>
<li>
<a href="/articles/how-to-submit-a-post-to-dzone?utm_source=DZone&utm_medium=user_dropdown&utm_campaign=how_to_post">
How to Post to DZone
</a>
</li>
<li>
<a href="/articles/dzones-article-submission-guidelines">
Article Submission Guidelines
</a>
</li>
</ul>
<div class="bottom">
<a href="/users/logout.html" class="sign-out">Sign Out</a>
<a id="dropdown-view-profile" href="#" class="view-profile">View Profile</a>
</div>
</div>
</div>
<div class="post-content">
<button id="post-button" class="post-content--button">
<span class="post-class">Post</span>
<i class="icon-plus"></i>
</button>
<div id="post-menu" class="posting-links">
<div class="posting-links-menu">
<ul>
<li>
<img src="https://dz2cdn1.dzone.com/themes/dz20/images/dz-postarticle.svg" width="15" height="18" style="width: 15px; height: 18px;">
<a href="/content/article/post.html">Post an Article</a>
</li>
<li>
<a id="drafts-link" href="#">Manage My Drafts</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<div id="unauthenticated-block">
<div class="dz-intro">Over 2 million developers have joined DZone.</div>
<div class="mobile-invisible sign-in-join">
<a href="/users/login.html">Log In</a>
<span class="dz-intro-span">/</span>
<a href="/static/registration.html">Join</a>
</div>
<a class="join-icon" href="/users/login.html" aria-label="User">
<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide svg-user lucide-user-icon lucide-user">
<path d="M19 21v-2a4 4 0 0 0-4-4H9a4 4 0 0 0-4 4v2"></path>
<circle cx="12" cy="7" r="4"></circle>
</svg>
</a>
</div>
<script>
document.addEventListener('alpine:init', () => {
Alpine.data('searchDrawer', () => ({
open: false,
query: '',
minCharsMet: false,
toggleVisibility() {
this.open = !this.open;
if (this.open) {
this.$nextTick(() => {
this.$refs.query.focus();
});
}
},
updateSearchValue() {
if (!this.query || !this.query.length || this.query.length < 3) {
this.minCharsMet = false;
return;
}
this.minCharsMet = true;
localStorage.setItem('ls.searchValue', this.query);
},
searchSite() {
if (this.minCharsMet) {
window.location = '/search';
}
}
}));
});
</script>
<div class="headerSearch" x-data="searchDrawer()" x-cloak>
<button class="btn-search dropdown-toggle" x-on:click="toggleVisibility()" aria-label="Search">
<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide svg-search lucide-search-icon lucide-search">
<path d="m21 21-4.34-4.34"></path>
<circle cx="11" cy="11" r="8"></circle>
</svg>
</button>
<template x-teleport=".header-container">
<div id="search-drawer" x-show="open" x-on:click.outside="open = false" x-transition>
<div class="search-input">
<input type="text"
placeholder="Search"
autofocus="autofocus"
x-model="query"
x-ref="query"
x-on:input.change="updateSearchValue()"
x-on:keyup.enter="searchSite()"
>
<button x-on:click="searchSite()" x-bind:disabled="!minCharsMet">
<span>Search</span>
</button>
</div>
<div class="search-footer">
Please enter at least three characters to search
</div>
</div>
</template>
</div>
</div>
</div> </div>
<div class="header-bottom">
<div class="header-bottom-container">
<a class="resource-link" href="/refcardz">Refcards</a>
<a class="resource-link" href="/trendreports">Trend Reports</a>
<div class="resource-link link-menu">
<a href="/events">Events</a>
<a href="/events/video-library">Video Library</a>
</div>
</div>
</div>
<nav class="header-menu-bar">
<div class="header-menu resource-category">
<a href="/refcardz">Refcards</a>
</div>
<div class="header-menu-separator resource-category-separator"></div>
<div class="header-menu resource-category">
<a href="/trendreports">Trend Reports</a>
</div>
<div class="header-menu-separator resource-category-separator"></div>
<div class="header-menu resource-category no-bottom-radius" data-click-activation>
<p class="menu-label">Events</p>
<div class="header-menu-items">
<div class="header-menu-columns">
<a class="header-menu-item" href="/events">View Events</a>
<a class="header-menu-item" href="/events/video-library">Video Library</a>
</div>
</div>
</div>
<div class="header-menu zone-menu" data-click-activation>
<p class="menu-label">Zones <i class="icon-down-dir icon-closed"></i><i class="icon-right-dir icon-open"></i></p>
<div class="header-menu-items">
<div class="header-menu-columns">
<div class="header-menu-column-item">
<a class="header-menu-item" href="/culture-and-methodologies">Culture and Methodologies</a>
<a class="header-menu-item" href="/agile">Agile</a>
<a class="header-menu-item" href="/career-development">Career Development</a>
<a class="header-menu-item" href="/methodologies">Methodologies</a>
<a class="header-menu-item" href="/team-management">Team Management</a>
</div>
<div class="header-menu-column-item">
<a class="header-menu-item" href="/data-engineering">Data Engineering</a>
<a class="header-menu-item" href="/ai-ml">AI/ML</a>
<a class="header-menu-item" href="/big-data">Big Data</a>
<a class="header-menu-item" href="/data">Data</a>
<a class="header-menu-item" href="/databases">Databases</a>
<a class="header-menu-item" href="/iot">IoT</a>
</div>
<div class="header-menu-column-item">
<a class="header-menu-item" href="/software-design-and-architecture">Software Design and Architecture</a>
<a class="header-menu-item" href="/cloud-architecture">Cloud Architecture</a>
<a class="header-menu-item" href="/containers">Containers</a>
<a class="header-menu-item" href="/integration">Integration</a>
<a class="header-menu-item" href="/microservices">Microservices</a>
<a class="header-menu-item" href="/performance">Performance</a>
<a class="header-menu-item" href="/security">Security</a>
</div>
<div class="header-menu-column-item">
<a class="header-menu-item" href="/coding">Coding</a>
<a class="header-menu-item" href="/frameworks">Frameworks</a>
<a class="header-menu-item" href="/java">Java</a>
<a class="header-menu-item" href="/javascript">JavaScript</a>
<a class="header-menu-item" href="/languages">Languages</a>
<a class="header-menu-item" href="/tools">Tools</a>
</div>
<div class="header-menu-column-item">
<a class="header-menu-item" href="/testing-deployment-and-maintenance">Testing, Deployment, and Maintenance</a>
<a class="header-menu-item" href="/deployment">Deployment</a>
<a class="header-menu-item" href="/devops-and-cicd">DevOps and CI/CD</a>
<a class="header-menu-item" href="/maintenance">Maintenance</a>
<a class="header-menu-item" href="/monitoring-and-observability">Monitoring and Observability</a>
<a class="header-menu-item" href="/testing-tools-and-frameworks">Testing, Tools, and Frameworks</a>
</div>
<div class="header-menu-column-item sponsored">
<a class="header-menu-item" href="javascript:void(0)">Partner Zones</a>
<a class="header-menu-item" href="/hubs/build-ai-agents-that-are-ready-for-production/">Build AI Agents That Are Ready for Production</a>
</div>
</div>
</div>
</div>
<div class="header-menu parent-category" tabindex="1">
<a href="/culture-and-methodologies">Culture and Methodologies</a>
<div class="header-menu-items">
<a class="header-menu-item" href="/agile">Agile</a>
<a class="header-menu-item" href="/career-development">Career Development</a>
<a class="header-menu-item" href="/methodologies">Methodologies</a>
<a class="header-menu-item" href="/team-management">Team Management</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
<div class="header-menu parent-category" tabindex="2">
<a href="/data-engineering">Data Engineering</a>
<div class="header-menu-items">
<a class="header-menu-item" href="/ai-ml">AI/ML</a>
<a class="header-menu-item" href="/big-data">Big Data</a>
<a class="header-menu-item" href="/data">Data</a>
<a class="header-menu-item" href="/databases">Databases</a>
<a class="header-menu-item" href="/iot">IoT</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
<div class="header-menu parent-category" tabindex="3">
<a href="/software-design-and-architecture">Software Design and Architecture</a>
<div class="header-menu-items">
<a class="header-menu-item" href="/cloud-architecture">Cloud Architecture</a>
<a class="header-menu-item" href="/containers">Containers</a>
<a class="header-menu-item" href="/integration">Integration</a>
<a class="header-menu-item" href="/microservices">Microservices</a>
<a class="header-menu-item" href="/performance">Performance</a>
<a class="header-menu-item" href="/security">Security</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
<div class="header-menu parent-category" tabindex="4">
<a href="/coding">Coding</a>
<div class="header-menu-items">
<a class="header-menu-item" href="/frameworks">Frameworks</a>
<a class="header-menu-item" href="/java">Java</a>
<a class="header-menu-item" href="/javascript">JavaScript</a>
<a class="header-menu-item" href="/languages">Languages</a>
<a class="header-menu-item" href="/tools">Tools</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
<div class="header-menu parent-category" tabindex="5">
<a href="/testing-deployment-and-maintenance">Testing, Deployment, and Maintenance</a>
<div class="header-menu-items">
<a class="header-menu-item" href="/deployment">Deployment</a>
<a class="header-menu-item" href="/devops-and-cicd">DevOps and CI/CD</a>
<a class="header-menu-item" href="/maintenance">Maintenance</a>
<a class="header-menu-item" href="/monitoring-and-observability">Monitoring and Observability</a>
<a class="header-menu-item" href="/testing-tools-and-frameworks">Testing, Tools, and Frameworks</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
<div class="header-menu parent-category sponsored" tabindex="6">
<a href="javascript:void(0)">Partner Zones</a>
<div class="header-menu-items sponsored">
<a class="header-menu-item" href="/hubs/build-ai-agents-that-are-ready-for-production/">Build AI Agents That Are Ready for Production</a>
</div>
</div>
<div class="header-menu-separator parent-category-separator"></div>
</nav>
</header>
<script>
const csrf = {
parameter: 'TH_CSRF',
header: 'X-TH-CSRF',
token: '-5568223209290625542'
}; // set csrf for auth-status script
</script>
<script>
addEventListener('DOMContentLoaded', function() {
handleRedirects();
handleMenus();
handleMobileMenuHeights();
handleGotoLinks();
});
function isHidden(element) {
try {
return window.getComputedStyle(element).display === 'none';
} catch (_) {
return false;
}
}
function getLink(element) {
if (element.hasAttribute('data-goto')) {
return element.getAttribute('data-goto');
}
return element.href;
}
function isLeftClick(event) {
if (event.altKey || event.shiftKey) {
return false;
} else if ('buttons' in event || 'which' in event) {
return event.buttons === 1 || event.which === 1;
} else {
return (event.button === 1 || (event.type === 'click'));
}
}
function handleRedirects() {
const redirections = [...document.querySelectorAll('[data-activate-menu]'), ...document.querySelectorAll('[data-click-target]')];
redirections.forEach(function(element) {
const menuSelector = element.getAttribute('data-activate-menu') || element.getAttribute('data-click-target');
const redirectingElement = document.querySelector(menuSelector);
if (redirectingElement) {
element.style.cursor = 'pointer';
const redirect = function(e) {
if (redirectingElement.hasAttribute('href') || redirectingElement.hasAttribute('data-goto')) {
if (redirectingElement.hasAttribute('data-new-window') || e.ctrlKey || e.metaKey) {
window.open(getLink(redirectingElement), '_blank');
} else {
window.open(getLink(redirectingElement), '_self');
}
} else {
const evt = new e.constructor(e.type, e);
redirectingElement.dispatchEvent(evt);
}
};
element.addEventListener('mouseup', redirect);
element.addEventListener('mousedown', (e) => e.preventDefault());
element.addEventListener('click', (e) => e.preventDefault());
}
});
}
function handleMenus() {
const menuElements = [
...document.querySelectorAll('.header-menu > a'),
...document.querySelectorAll('.header-menu > p.menu-label')
];
let scrollYMemory = -1;
function scrollToMemory() {
if (scrollYMemory !== -1) {
setTimeout(function() {
window.scrollTo(0, scrollYMemory);
scrollYMemory = -1;
}, 10);
}
}
function hideMenus() {
// unfocus menus & items, and set the menus to non-visible.
menuElements.forEach(function (element) {
element.blur();
element.parentElement.blur();
element.parentElement.classList.remove('menu-opened');
const menuItems = element.parentElement.querySelector('.header-menu-items');
if (menuItems) {
menuItems.style.display = 'none';
}
});
const wasHidden = document.body.style.overflowY === 'hidden';
document.body.style.overflowY = 'auto';
if (wasHidden) {
scrollToMemory();
}
}
function isEventOutsideMenu(e) {
return e.target.closest && !e.target.closest('.header-menu') && !e.target.closest('[data-activate-menu]');
}
// Handle mobile menu toggling
menuElements.forEach(function(element) {
const menu = element.parentElement;
const headerItems = menu.querySelector('.header-menu-items');
const menuEntries = headerItems ? headerItems.querySelectorAll('.header-menu-item') : [];
const focus = function() {
menu.focus();
menu.classList.add('menu-opened');
if (headerItems) {
headerItems.style.display = 'block';
}
if (menu.classList.contains('zone-menu')) {
scrollYMemory = window.scrollY;
document.body.style.overflowY = 'hidden';
} else {
scrollYMemory = -1;
}
};
const unfocus = function() {
menu.blur();
menu.classList.remove('menu-opened');
if (headerItems) {
headerItems.style.display = 'none';
}
const wasHidden = document.body.style.overflowY === 'hidden';
document.body.style.overflowY = 'auto';
if (wasHidden) {
scrollToMemory();
}
};
const toggleMenuVisibility = function(e) {
if ((e.type === 'click' || e.type === 'mouseup') && !isLeftClick(e)) {
e.preventDefault();
return;
}
const hidden = isHidden(headerItems);
if (menu.hasAttribute('data-click-activation')) { // handle click activated toggling
if (hidden) {
hideMenus(); // hide other open menus first
focus();
} else {
unfocus();
}
e.preventDefault();
} else if (hidden) {
hideMenus(); // hide other open menus first
focus();
e.preventDefault(); // prevent 'click' event from firing when menu is hidden
}
};
element.addEventListener('touchend', toggleMenuVisibility);
element.addEventListener('mouseup', toggleMenuVisibility);
// Add hover events to non-click-activated menus, even though CSS should cover it.
if (!menu.hasAttribute('data-click-activation')) {
menu.addEventListener('mouseover', function () {
hideMenus(); // hide other open menus first
focus();
});
menu.addEventListener('mouseout', function (e) {
if (isEventOutsideMenu(e)) {
unfocus();
}
});
}
// Hide menu when child is clicked
menuEntries.forEach(function(menuEntry) {
const linkToItem = function(e) {
if (e.type === 'mousedown' || e.type === 'click') {
e.preventDefault();
return;
}
if (e.type === 'mouseup' && !isLeftClick(e)) {
e.preventDefault();
return;
}
window.open(getLink(menuEntry), (e.ctrlKey || e.metaKey) ? '_blank' : (menuEntry.target || '_self'));
unfocus();
e.preventDefault();
};
const linkToMobileItem = function(e) {
if (e.type === 'touchstart') {
menuEntry.setAttribute('data-touchmove', false);
} else if (e.type === 'touchmove') {
menuEntry.setAttribute('data-touchmove', true);
} else if (e.type === 'touchend' && (!menuEntry.hasAttribute('data-touchmove') || menuEntry.getAttribute('data-touchmove').toLowerCase() === 'false')) {
window.open(getLink(menuEntry), (e.ctrlKey || e.metaKey) ? '_blank' : (menuEntry.target || '_self'));
unfocus();
e.preventDefault();
}
};
menuEntry.addEventListener('mousedown', linkToItem);
menuEntry.addEventListener('mouseup', linkToItem);
menuEntry.addEventListener('click', linkToItem);
menuEntry.addEventListener('touchstart', linkToMobileItem);
menuEntry.addEventListener('touchmove', linkToMobileItem);
menuEntry.addEventListener('touchend', linkToMobileItem);
});
});
function hideIfNonMenuBounds(e) {
if (isEventOutsideMenu(e)) {
hideMenus();
}
}
addEventListener('mousemove', hideIfNonMenuBounds);
addEventListener('touchend', hideIfNonMenuBounds);
addEventListener('mouseup', hideIfNonMenuBounds);
addEventListener('mousedown', hideIfNonMenuBounds);
addEventListener('click', hideIfNonMenuBounds);
}
function handleMobileMenuHeights() {
function setAppHeight() {
document.documentElement.style.setProperty('--app-height', window.innerHeight + 'px');
}
addEventListener('resize', function() {
setAppHeight();
});
setAppHeight();
}
function handleGotoLinks() {
// Add anchor mimicking to elements with data-goto attributes
// This addresses SEO concerns of linking to noindex pages by allowing JS to handle the URL
const anchorElements = document.querySelectorAll('*[data-goto]');
anchorElements.forEach((anchorElement) => {
anchorElement.addEventListener('mouseover', () => {
anchorElement.style.cursor = 'pointer';
anchorElement.style.textDecoration = 'underline';
});
anchorElement.addEventListener('mouseout', () => {
anchorElement.style.cursor = 'unset';
anchorElement.style.textDecoration = 'unset';
});
anchorElement.addEventListener('mouseup', (e) => {
e.preventDefault();
});
anchorElement.addEventListener('mousedown', (e) => {
e.preventDefault();
});
anchorElement.addEventListener('click', (e) => {
e.preventDefault();
const anchorHref = anchorElement.getAttribute('data-goto');
if (anchorElement.hasAttribute('data-new-window') || e.ctrlKey || e.metaKey) {
window.open(anchorHref, '_blank');
} else {
window.open(anchorHref, '_self');
}
});
});
}
</script><script>
const authenticatedBlock = document.querySelector('#authenticated-block');
const unauthenticatedBlock = document.querySelector('#unauthenticated-block');
let authenticated = {
isAuthenticated: false,
isAdmin: false,
user: {
id: null,
name: null,
url: null,
profileImage: null,
}
};
fetch('/services/internal/data/articles-getAuthenticationStatus', {
headers: {
'Accept': 'application/json'
}
})
.then(function (result) {
return result.json()
})
.then(function (result) {
const res = result.result.data
if (!res.authenticated) {
unauthenticatedBlock.classList.add('shown')
} else {
authenticated.user.id = res.id;
authenticated.user.name = res.realName;
authenticated.user.url = res.profileUrl;
authenticated.user.profileImage = res.avatar;
authenticated.user.jobTitle = res.jobTitle;
authenticated.user.companyName = res.companyName;
bindProps('#header-username', null, null, (res.firstName || res.username), null)
bindProps('#header-avatar', null, res.avatar, null, null)
bindProps('#header-user-plug', res.profileUrl, null, res.realName, null)
bindProps('#header-user-edit', '/users/' + res.id + '/edit.html', null, null, null)
bindProps('#header-dropdown-manage-email', '/newsletters/' + res.id + '/manage.html', null, null, null)
bindProps('#dropdown-view-profile', res.profileUrl, null, null, null)
bindProps('#drafts-link', '/users/' + res.id + '/drafts.html', null, null, null)
if (res.isAdmin) {
// Construct backwards so the #after call places elements in the correct order
const firstUserAction = document.querySelector('#first-user-action')
const adminConsoleItem = document.createElement('li')
const adminConsoleLink = createLink('/dzone/staff/index.html', 'Admin Console')
adminConsoleItem.appendChild(adminConsoleLink)
firstUserAction.after(adminConsoleItem)
const moderationItem = document.createElement('li')
const moderationLink = createLink('/moderation/list.html', 'Moderation')
moderationItem.appendChild(moderationLink)
firstUserAction.after(moderationItem)
const bountyModerationItem = document.createElement('li')
const bountyModerationLink = createLink('/moderation/bounties', 'Bounty Moderation')
bountyModerationItem.appendChild(bountyModerationLink)
firstUserAction.after(bountyModerationItem)
}
authenticated.isAuthenticated = res.authenticated;
authenticated.isAdmin = res.isAdmin;
authenticatedBlock.classList.add('shown')
}
}).catch(function (result) {
console.error(result)
})
/**
* Binds different properties to the selected element.
*
* @param selector - Selector to select the element
* @param href - href attribute value
* @param src - src attribute value
* @param innerHTML - innerHTML property value
* @param innerText - innerText property value
*/
function bindProps(selector, href, src, innerHTML, innerText) {
const element = document.querySelector(selector)
if (element) {
if (href) element.href = href
if (src) element.src = src
if (innerHTML) element.innerHTML = innerHTML
if (innerText) element.innerText = innerText
}
}
/**
* Creates a new link element.
*
* @param href - href attribute value
* @param innerText - innerText property value
* @returns {HTMLAnchorElement} The generated link element
*/
function createLink(href, innerText) {
const link = document.createElement('a')
link.href = href
link.innerText = innerText
return link
}
</script><script>
const userHeader = document.querySelector('#user-header')
const userDropdown = document.querySelector('#user-dropdown')
const postDropdown = document.querySelector('#post-button')
const postMenu = document.querySelector('#post-menu')
let userDropdownOpen = false
let postDropdownOpen = false
document.addEventListener('click', function(event) {
if (postDropdown && postDropdown.contains(event.target)) {
setUserDropdown(false)
setPostDropdown(!postDropdownOpen)
} else if (userHeader && userHeader.contains(event.target)) {
setPostDropdown(false)
setUserDropdown(!userDropdownOpen)
} else {
setUserDropdown(false)
setPostDropdown(false)
}
})
function setUserDropdown(value) {
userDropdownOpen = value
if (userDropdownOpen) {
if (userDropdown) {
userDropdown.classList.add('open')
}
} else {
if (userDropdown) {
userDropdown.classList.remove('open')
}
}
}
function setPostDropdown(value) {
postDropdownOpen = value
if (postDropdownOpen) {
if (postMenu) {
postMenu.classList.add('open')
}
} else {
if (postMenu) {
postMenu.classList.remove('open')
}
}
}
</script><script>
document.addEventListener("alpine:init", () => {
Alpine.store('global', {
executeHttp(path, body, method) {
const options = {
method: method,
headers: {
[csrf.header]: csrf.token
}
};
if (method !== 'GET') {
options.body = JSON.stringify(body);
options.headers = {
...options.headers,
'Content-Type': 'application/json; charset=UTF-8'
};
}
return new Promise((resolve, reject) => {
fetch(path, options)
.then(res => {
if (!res.ok) {
reject(res);
} else {
resolve(res);
}
})
.catch(err => reject(err));
});
},
getFromService(path) {
return this.executeHttp(path, null, 'GET');
},
postToService(path, body = {}) {
return this.executeHttp(path, body, 'POST');
},
putToService(path, body = {}) {
return this.executeHttp(path, body, 'PUT');
}
});
});
</script>
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/colors.css">
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/article/styles.css">
<div id="body-container">
<div id="announcement-container-outer">
<div id="announcement-previous">
<i class="icon-angle-left"></i>
</div>
<div id="announcement-next">
<i class="icon-angle-right"></i>
</div>
<div id="announcement-container">
<div class="announcement announcement-count-1"
data-position="1">
<div class="body"><p><strong>Could your team report a vulnerability within 24 hours? </strong>Find out on September 23.</p></div>
<div class="spacer"></div>
<a href="https://cvent.me/O32zXR?utm_source=Announcements&amp;utm_medium=DzoneWeb&amp;utm_campaign=QtGroup-0923" target="_blank">
<button>Assess Your CRA Readiness</button>
</a>
</div>
</div>
</div>
<script type="text/javascript" async>
(function() {
let announcementPosition = 1;
let minAnnouncementPosition = -1;
let maxAnnouncementPosition = -1;
const announcementPrevBtn = document.querySelector('#announcement-previous');
const announcementNextBtn = document.querySelector('#announcement-next');
function withAnnouncements(callback) {
const announcements = document.querySelectorAll('#announcement-container .announcement');
for (let announcement of announcements) {
callback(announcement);
}
}
function initAnnouncementVars() {
document.querySelector(':root').style.setProperty('--mobile-announcement-separator-width', '1px');
withAnnouncements(function(announcement) {
const pos = parseInt(announcement.getAttribute('data-position'));
minAnnouncementPosition = minAnnouncementPosition === -1 ? pos : Math.min(minAnnouncementPosition, pos);
maxAnnouncementPosition = maxAnnouncementPosition === -1 ? pos : Math.max(maxAnnouncementPosition, pos);
});
if (document.querySelector('.announcementBarContainer')) {
document.querySelector(':root').style.setProperty('--body-top-padding', '0');
}
if (maxAnnouncementPosition <= 0) {
document.querySelector(':root').style.setProperty('--body-top-padding', '0');
}
sizeToFullWhenOneEntryOnMobile();
}
function setAnnouncementPosition(position) {
if (window.outerWidth >= 890) {
return; // we do not need to change the position, since we can display everything on desktop.
}
// Make the announcement cyclical
if (minAnnouncementPosition !== -1 && maxAnnouncementPosition !== -1) {
if (position > maxAnnouncementPosition) {
position = minAnnouncementPosition; // overflow to the first announcement
} else if (position < minAnnouncementPosition) {
position = maxAnnouncementPosition; // underflow to the last announcement
}
announcementPosition = position;
}
const shownAnnouncements = [];
let reverseFlex = false; // should only be true when the first and last items are showing
// Now that the position is valid, apply the transforms
withAnnouncements(function(announcement) {
const pos = parseInt(announcement.getAttribute('data-position'));
const isWrapped = position === maxAnnouncementPosition && pos === minAnnouncementPosition; // showing first + last at same time
const doesNextQualify = window.outerWidth >= 500 && (pos === position + 1 || isWrapped);
if (pos === position || doesNextQualify) {
shownAnnouncements.push(announcement);
} else {
announcement.style.display = 'none';
}
announcement.style.opacity = 0.0;
if (isWrapped) {
reverseFlex = true;
}
});
for (let announcement of shownAnnouncements) {
announcement.style.display = 'flex';
announcement.style.opacity = 1.0;
}
const announcementContainer = document.querySelector('#announcement-container');
if (announcementContainer) {
announcementContainer.style.flexDirection = reverseFlex ? 'row-reverse' : 'row';
}
}
function resetAnnouncements() {
announcementPosition = 1;
const announcementContainer = document.querySelector('#announcement-container');
if (announcementContainer) {
announcementContainer.style.flexDirection = 'row';
}
withAnnouncements(function(announcement) {
announcement.style.opacity = 1.0;
announcement.style.display = 'flex';
});
}
function sizeToFullWhenOneEntryOnMobile() {
if (maxAnnouncementPosition <= 2 && announcementPrevBtn && announcementNextBtn) {
announcementPrevBtn.style.display = maxAnnouncementPosition === 2 && window.outerWidth < 500 ? 'flex' : 'none';
announcementNextBtn.style.display = maxAnnouncementPosition === 2 && window.outerWidth < 500 ? 'flex' : 'none';
}
if (maxAnnouncementPosition === 1 && window.outerWidth >= 500 && window.outerWidth < 890) {
document.querySelector(':root').style.setProperty('--mobile-announcement-separator-width', '0');
document.querySelector('#announcement-container .announcement').style.maxWidth = '100%';
}
}
function resetAnnouncementsOnResize() {
announcementPosition = 1; // we want to reset the announcement position every resize
if (window.outerWidth >= 890) { // 4 announcements can be shown (215px * 4) + separator padding
resetAnnouncements();
} else { // if we're still on mobile, set the position to normalize things after resize
setAnnouncementPosition(announcementPosition);
sizeToFullWhenOneEntryOnMobile();
}
}
window.addEventListener('resize', resetAnnouncementsOnResize);
initAnnouncementVars();
setAnnouncementPosition(announcementPosition); // sets the min & max positions as well as initializes transforms
if (announcementPrevBtn) {
announcementPrevBtn.onclick = function() {
setAnnouncementPosition(announcementPosition - 1);
};
}
if (announcementNextBtn) {
announcementNextBtn.onclick = function() {
setAnnouncementPosition(announcementPosition + 1);
};
}
})(); </script>
<div id="ftl-article" class="trending-article-body">
<aside class="trending-sidebar" aria-labelledby="related-sidebar-heading">
<div class="trending">
<h2 id="related-sidebar-heading">Related</h2>
<div class="trending-separator"></div>
<ul>
<li class="item">
<a href="/articles/mastering-bgp-neighborship" class="related-link">Mastering BGP Neighborship: Effective Troubleshooting Strategies</a>
</li>
<li class="item">
<a href="/articles/5-dns-troubleshooting-tips-for-network-teams" class="related-link">5 DNS Troubleshooting Tips for Network Teams</a>
</li>
<li class="item">
<a href="/articles/dora-metrics-ci-pipeline-data" class="related-link">DORA Metrics Assume Your CI Pipeline Is Telling the Truth. What If It Is Not?</a>
</li>
<li class="item">
<a href="/articles/ampere-pmu-profiler-microarchitecture" class="related-link">Ampere PMU Profiler: A Guide to Microarchitecture Profiling</a>
</li>
</ul>
</div>
</aside>
<div class="container-fluid body trending-article-fluid">
<div class="row">
<div class="col-md-12">
<div class="articles-wrap">
<div class="ad-container">
<div id="div-gpt-ad-1435246566686-0" class="ads-billboard-article dz2_article_billboard_new" data-gpt-slot="top"></div>
</div>
<div class="article-stream widget-top-border">
<div class="article-main">
<div class="content-right-images">
<div id="div-gpt-ad-1435246566686-2" class="sidebar-ad dz2_article_halfpage_new" data-gpt-slot="sidebar1"></div>
<div class="trending-separator"></div>
<aside class="trending" aria-labelledby="trending-sidebar-heading">
<h2 id="trending-sidebar-heading">Trending</h2>
<ul>
<li class="item">
<a href="/articles/document-sdk-vs-pdf-library" class="trending-link" target="_self">Document SDK vs Basic PDF Library: What Growing Teams Should Know</a>
</li>
<li class="item">
<a href="/articles/multi-agent-ai-framework-python" class="trending-link" target="_self">How to Design a Multi-Agent AI Framework in Python for Enterprise LLM Workflows</a>
</li>
<li class="item">
<a href="/articles/designing-safe-agent-permissions" class="trending-link" target="_self">Designing Safe Agent Permissions: Why Least Privilege Must Exist Outside the Model</a>
</li>
<li class="item">
<a href="/articles/apple-openai-fight-escalates-with-new-macbook-evid" class="trending-link" target="_self">Apple-OpenAI Fight Escalates With New MacBook Evidence</a>
</li>
</ul>
</aside>
</div>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Article",
"headline": "Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime",
"author": [{"image":{"@type":"ImageObject","caption":"Sascha Neumeier","url":"https://secure.gravatar.com/avatar/5f7958c4e53f6928b52d0460bcbcb5c5?d=identicon&r=PG"},"@type":"Person","worksFor":{"@type":"Organization","name":"Paessler"},"name":"Sascha Neumeier","description":"After almost 20 years in the IT business settled into true profession as a Marketing guy at Paessler. Performs best as human router and dot connector between tech universe and the ordinary world. Lost heart in the quest of uniting individuals with aligned interests. Likes to write documentation, loves road trips, and feels most comfortable out in nature. Hangs out on Linkedin way too often. Loves talking about #monitoring, #sustainability, #contentstrategy, #communitybuilding, and #effectivecommunication","url":"https://dzone.com/users/5385794/sascha-neumeier.html"}],
"audience": "software developers",
"keywords": "",
"timeRequired": "PT5M",
"commentCount": 0,
"wordCount": "1093",
"accessMode": "textual, visual",
"datePublished": "2025-09-22T00:00:00Z",
"articleSection": "",
"publisher": {
"@type": "Organization",
"name": "DZone",
"url": "https://dzone.com",
"logo": {
"@type": "ImageObject",
"url": "https://dzone.com/themes/dz20/images/dz_logo_2021_cropped.png"
}
},
"articleBody": "Downtime in sectors like manufacturing and healthcare isn’t just inconvenient — it’s potentially catastrophic. I’ve overseen ecosystems for years and realized that preventing such bottom-line disasters requires a watchful eye and a constant finger on the network pulse. This is possible with real monitoring across pinpointed variables: knowing which handful of key metrics predict problems in your specific environment, understanding the difference between normal fluctuations and actual performance issues, and translating technical problems into business impact before executives start asking uncomfortable questions about IT spending. This piece aims to give practical advice on which performance metrics actually deserve your attention, how to build dashboards that tell a story people can actually understand, and how to transform monitoring from that thing you check when users complain into a system that catches potential issues before they impact anyone. Let’s dive in. Transforming Network Performance Metrics into Strategic Advantage Over the years, I've learned that effective network monitoring isn't really about tracking milliseconds or counting bits per second, although vendors certainly love to discuss these metrics. The real value lies in fundamentally changing how your team approaches problems. Instead of the constant firefighting — and we’ve all been there — you start catching issues before they impact actual users. I still wince thinking about the 3 am call when our core router decided to have a nervous breakdown during month-end processing. That nightmare taught me that reactive monitoring is just glorified alerting. When you're watching the metrics that actually matter — those subtle increases in round-trip time, the buffer utilization patterns everyone ignores, error rates that start spiking in seemingly random intervals – you catch problems before they escalate. It’s impressive to see what teams can do once they’re thinking and acting proactively. When engineers start using CPU utilization trends and network traffic patterns to make proactive decisions — rather than just reacting to outages — they become strategic assets. I saw this first-hand when one of our newer admins prevented a major disruption by spotting unusual data transfer patterns that would have brought down our email server during a critical business announcement. That's the difference between checking boxes and actually improving business outcomes. Essential Network Performance Metrics That Predict Problems So, what should you really be looking out for in your network? The difference between reactive and proactive monitoring comes down to tracking the right network performance metrics. For me, the most important metrics that consistently predict issues before they impact users include: Round-trip time variations: Subtle increases in RTT often precede more serious network congestion. Set baseline thresholds for different times of day and get alerted when patterns deviateBuffer utilization patterns: Most admins ignore this until it's too late. Monitoring buffer usage across key network devices reveals impending bottlenecks before they trigger packet lossError rates on interfaces: Even small increases in CRC errors or interface discards can signal hardware issues days before actual failures occurTCP retransmission rates: This metric reveals application performance issues that users might experience from data transmission rates before they report themNetwork traffic symmetry: Unusual asymmetric traffic patterns often indicate security issues or misconfigured applications The good news? Modern monitoring tools make it easier than ever to track these network performance metrics with pre-configured sensors and customizable dashboards that visualize trends over time. The key is establishing normal baseline values for your environment and setting appropriate thresholds. With the right network performance metrics at your fingertips, you'll transform from the person who fixes problems to the strategic asset who prevents them. Frequently Asked Questions Q: Which network performance metrics should I prioritize for VoIP and video conferencing applications? A: I still cringe thinking about the VoIP system that imploded during our CEO's investor call last year. The culprit? Jitter that spiked to just 43ms — barely outside the 'acceptable' range. Everything looked connected, but the audio was so choppy it might as well have been underwater. Most vendor specifications recommend keeping jitter under 30ms, packet loss below 1%, and RTT under 150ms, but I've learned these aren't gospel. Some of the newer SIP-based platforms we've deployed start glitching with even 18ms of jitter during video conferencing sessions. And please - don't trust those one-and-done tests that most teams rely on. The network that performs flawlessly during your 10 am Tuesday test is often the same one that collapses under actual load when it matters. QoS is another sore spot for me. I can't tell you how many times I've been called in to troubleshoot 'network problems' only to discover a perfectly monitored environment where voice data packets were fighting with someone's massive SharePoint sync because nobody had bothered to check if Quality of Service was actually working. All those beautiful dashboards are worthless if your traffic isn't properly prioritized at the switch level. Q: How can I use network performance metrics to justify infrastructure upgrades to management? A: When talking to management, technical metrics are a dead end. Trust me — I wasted six months creating increasingly alarming utilization reports showing our core switch regularly hitting 87% bandwidth utilization capacity and got absolutely nowhere. What finally worked? Showing our COO that customer service reps were spending an extra 46 seconds on every call because the CRM kept freezing up. That 46 seconds translated to needing three additional full-time reps at $62K each — suddenly, the $45K network upgrade didn't seem so expensive. I also suggest documenting specific failures. When our payment system bogged down during last year's holiday promotion, I tracked the abandoned carts — $24,750 in lost revenue over eight hours. That email went straight to the CFO with our upgrade proposal attached, and we had the budget approved within 48 hours. Q: Which network performance metrics should I prioritize for cloud environments? A: Cloud environments introduce unique challenges for network performance monitoring. In my experience, the standard metrics like latency and packet loss remain important, but you'll also want to focus on metrics specific to your cloud connectivity. For hybrid environments, I recommend prioritizing these metrics: Inter-region latency: Especially important for globally distributed applicationsConnection establishment time: Often overlooked but crucial for microservice architecturesThroughput consistency: More important than raw bandwidth in many cloud scenariosDNS resolution time: Can be a hidden bottleneck in cloud environments Remember, when you focus on metrics that predict problems rather than just report them, network monitoring done right transforms from a reactive burden to a strategic advantage. Start with the five core indicators listed above, establish baselines that make sense for your environment, and watch your team evolve from firefighters into the architects of system reliability.",
"mainEntityOfPage": {
"@type": "WebPage",
"@id": "https://dzone.com/articles/stop-reactive-network-troubleshooting"
},
"image": {
"@type": "ImageObject",
"url": "https://dz2cdn1.dzone.com/storage/article-thumb/18637239-thumb.jpg"
}
}
</script>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "DZone",
"item": "https://dzone.com"
},
{
"@type": "ListItem",
"position": 2,
"name": "Testing, Deployment, and Maintenance",
"item": "https://dzone.com/testing-deployment-and-maintenance"
},
{
"@type": "ListItem",
"position": 3,
"name": "Monitoring and Observability",
"item": "https://dzone.com/monitoring-and-observability"
},
{
"@type": "ListItem",
"position": 4,
"name": "Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime",
"item": "https://dzone.com/articles/stop-reactive-network-troubleshooting"
}
]
}
</script>
<article>
<div class="content">
<div class="header">
<ol class="breadcrumb">
<li class="server"><a href="https://dzone.com">DZone</a></li>
<li class="server"><a href="https://dzone.com/testing-deployment-and-maintenance">Testing, Deployment, and Maintenance</a></li>
<li class="server"><a href="https://dzone.com/monitoring-and-observability">Monitoring and Observability</a></li>
<li class="active server">Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime</li>
</ol>
<div class="header-title">
<div class="title">
<h1 class="article-title">Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime</h1>
</div>
<div class="subhead">
<p>The difference between reactive and proactive monitoring comes down to tracking the right network metrics and catching issues before they impact users.</p>
</div>
<div class="publish-meta">
By<span style="user-select: none;">&nbsp;</span>
<div class="article-author-meta">
<img src="https://dz2cdn1.dzone.com/thumbnail?fid=18582404&w=80" class="avatar" alt="Sascha Neumeier user avatar" width="40">
<div class="author-info">
<span class="author-name">
<a href="/users/5385794/sascha-neumeier.html" rel="nofollow" data-core-user="false">Sascha Neumeier</a>
</span>
</div>
&middot;
</div>
<span class="author-date">
Sep. 22, 25
</span>
&middot;
<span>Analysis</span>
</div>
</div>
</div>
<div class="author-n-useraction">
<div class="like action" x-data="engagementModal(articleId)">
<span id="activity-like-icon" class="dz-like icon-thumbs-up" x-on:click="updateStore()"></span>
<span class="action-label like-text" x-on:click="open()" x-cloak>
<span>Likes</span>
<span id="activity-like-counter" class="like-count">(2)</span>
</span>
<template x-teleport="body">
<div class="engagement-overlay" x-show="$store.article.engagement.open && nodeId === $store.article.id" x-on:keyup.escape.window="close()">
<div class="engagement-modal">
<div class="inner" x-on:click.outside="close()">
<div class="header">
<div class="title">Likes</div>
<button class="close" x-on:click="close()"></button>
</div>
<div class="content">
<div x-show="$store.article.engagement.initializing" class="loading-screen">
<i class="icon icon-spin3 anim-spin"></i>
</div>
<div x-show="!$store.article.engagement.initializing">
<template x-for="user in $store.article.engagement.users" :key="user.id">
<div class="media">
<div class="media-left">
<img class="avatar"
x-bind:src="user.profile.profileImage"
loading="lazy"
width="50"
height="50"
>
</div>
<div class="media-right">
<a x-bind:href="user.computed.url" x-html="user.profile.name"></a>
<div x-show="formatJobData(user)" x-html="formatJobData(user)"></div>
</div>
</div>
</template>
</div>
<div x-show="isDataUnavailable()" class="center-screen">
<div x-show="!$store.article.engagement.unauthorized">
<div>There are no likes...yet! &#128064;</div>
<div>Be the first to like this post!</div>
</div>
<div x-show="$store.article.engagement.unauthorized">
<div>It looks like you're not logged in.</div>
<div><a href="/users/login.html">Sign in</a> to see who liked this post!</div>
</div>
</div>
<div x-show="isFooterShowing()">
<div class="footer">
<button class="btn btn-primary" x-on:click="fetchEngagements()"
x-bind:disabled="$store.article.engagement.loading"
>
Load More
<i x-show="$store.article.engagement.loading" class="icon icon-spin3 anim-spin"></i>
</button>
</div>
</div>
</div>
</div>
</div>
</div>
</template> </div>
<div class="action comment-action">
<span class="comment">
<i class="icon-comment"></i>
<span class="action-label">Comment</span>
<span id="activity-comment-counter" class="comment-count"></span>
</span>
</div>
<div class="save action">
<div id="activity-save-icon" class="save icon-star-empty">
<span id="activity-save-text" class="action-label">Save</span>
</div>
</div>
<div class="tweet action">
<a id="tweet-link" href="" class="title" target="_blank">
<span><i class="icon-twitter"></i></span>
<span class="action-label">Tweet</span>
</a>
</div>
<div class="linkedin action">
<a id="linkedin-link" href="https://www.linkedin.com/sharing/share-offsite/?url=https://dzone.com/articles/stop-reactive-network-troubleshooting" class="title" target="_blank">
<span><i class="icon-linkedin-1"></i></span>
<span class="action-label">Share</span>
</a>
</div>
<div class="right-most">
<div id="activity-view-container" class="article-views action">
<i class="icon-eye"></i>
<span class="action-label view-count">3.1K Views</span>
</div>
</div>
</div>
<div class="signin-prompt">
<p>Join the DZone community and get the full member experience.</p>
<a id="article-signin-prompt" href="/static/registration.html">Join For Free</a>
</div>
<div class="arrow-down"></div>
<div id="top-bumper-container"></div>
<div>
<div class="content-html"><p dir="ltr">Downtime in sectors like manufacturing and healthcare isn’t just inconvenient — it’s potentially catastrophic. I’ve overseen ecosystems for years and realized that preventing such bottom-line disasters requires a watchful eye and a constant finger on the network pulse.</p>
<p dir="ltr">This is possible with real <a href="https://dzone.com/articles/what-is-devops-monitoring-and-how-to-implement-it">monitoring</a> across pinpointed variables: knowing which handful of key metrics predict problems in your specific environment, understanding the difference between normal fluctuations and actual performance issues, and translating technical problems into business impact before executives start asking uncomfortable questions about IT spending.</p>
<p dir="ltr">This piece aims to give practical advice on which performance metrics actually deserve your attention, how to build dashboards that tell a story people can actually understand, and how to transform monitoring from that thing you check when users complain into a system that catches potential issues before they impact anyone. Let’s dive in.</p>
<h2 dir="ltr"><strong>Transforming Network Performance Metrics into Strategic Advantage</strong></h2>
<p dir="ltr">Over the years, I've learned that effective <a href="https://dzone.com/articles/7-factors-to-consider-when-choosing-a-network-performance-solution">network monitoring</a> isn't really about tracking milliseconds or counting bits per second, although vendors certainly love to discuss these metrics. The real value lies in fundamentally changing how your team approaches problems. Instead of the constant firefighting — and we’ve all been there — you start catching issues before they impact actual users.</p>
<p dir="ltr">I still wince thinking about the 3 am call when our core router decided to have a nervous breakdown during month-end processing. That nightmare taught me that reactive monitoring is just glorified alerting. When you're watching the metrics that actually matter — those subtle increases in round-trip time, the buffer utilization patterns everyone ignores, error rates that start spiking in seemingly random intervals – you catch problems before they escalate.&nbsp;</p>
<p dir="ltr">It’s impressive to see what teams can do once they’re thinking and acting proactively. When engineers start using CPU utilization trends and network traffic patterns to make proactive decisions — rather than just reacting to outages — they become strategic assets. I saw this first-hand when one of our newer admins prevented a major disruption by spotting unusual data transfer patterns that would have brought down our email server during a critical business announcement. That's the difference between checking boxes and actually improving business outcomes.</p>
<h3 dir="ltr">Essential Network Performance Metrics That Predict Problems</h3>
<p dir="ltr">So, what should you really be looking out for in your network? The difference between <a href="https://blog.paessler.com/network-performance-metrics-what-actually-matters-for-it-success" rel="noopener noreferrer" target="_blank">reactive and proactive monitoring</a> comes down to tracking the right network performance metrics. For me, the most important metrics that consistently predict issues before they impact users include:&nbsp;</p>
<ul>
<li dir="ltr"><strong>Round-trip time variations</strong>: Subtle increases in RTT often precede more serious network congestion. Set baseline thresholds for different times of day and get alerted when patterns deviate</li>
<li dir="ltr"><strong>Buffer utilization patterns</strong>: Most admins ignore this until it's too late. Monitoring buffer usage across key network devices reveals impending bottlenecks before they trigger packet loss</li>
<li dir="ltr"><strong>Error rates on interfaces</strong>: Even small increases in CRC errors or interface discards can signal hardware issues days before actual failures occur</li>
<li dir="ltr"><strong>TCP retransmission rates</strong>: This metric reveals application performance issues that users might experience from data transmission rates before they report them</li>
<li dir="ltr"><strong>Network traffic symmetry</strong>: Unusual asymmetric traffic patterns often indicate security issues or misconfigured applications</li>
</ul>
<p dir="ltr">The good news? Modern monitoring tools make it easier than ever to track these network performance metrics with pre-configured sensors and customizable dashboards that visualize trends over time. The key is establishing normal baseline values for your environment and setting appropriate thresholds.</p>
<p dir="ltr">With the right network performance metrics at your fingertips, you'll transform from the person who fixes problems to the strategic asset who prevents them.</p>
<h2 dir="ltr">Frequently Asked Questions</h2>
<p dir="ltr"><strong>Q: Which network performance metrics should I prioritize for VoIP and video conferencing applications?</strong></p>
<p dir="ltr">A: I still cringe thinking about the VoIP system that imploded during our CEO's investor call last year. The culprit? Jitter that spiked to just 43ms — barely outside the 'acceptable' range. Everything looked connected, but the audio was so choppy it might as well have been underwater. Most vendor specifications recommend keeping jitter under 30ms, packet loss below 1%, and RTT under 150ms, but I've learned these aren't gospel.&nbsp;</p>
<p dir="ltr">Some of the newer SIP-based platforms we've deployed start glitching with even 18ms of jitter during video conferencing sessions. And please - don't trust those one-and-done tests that most teams rely on. The network that performs flawlessly during your 10 am Tuesday test is often the same one that collapses under actual load when it matters.</p>
<p dir="ltr">QoS is another sore spot for me. I can't tell you how many times I've been called in to troubleshoot 'network problems' only to discover a perfectly monitored environment where voice data packets were fighting with someone's massive SharePoint sync because nobody had bothered to check if Quality of Service was actually working. All those beautiful dashboards are worthless if your traffic isn't properly prioritized at the switch level.</p>
<p dir="ltr"><strong>Q: How can I use network performance metrics to justify infrastructure upgrades to management?</strong></p>
<p dir="ltr">A: When talking to management, technical metrics are a dead end. Trust me — I wasted six months creating increasingly alarming utilization reports showing our core switch regularly hitting 87% bandwidth utilization capacity and got absolutely nowhere.</p>
<p dir="ltr">What finally worked? Showing our COO that customer service reps were spending an extra 46 seconds on every call because the CRM kept freezing up. That 46 seconds translated to needing three additional full-time reps at $62K each — suddenly, the $45K network upgrade didn't seem so expensive.&nbsp;</p>
<p dir="ltr">I also suggest documenting specific failures. When our payment system bogged down during last year's holiday promotion, I tracked the abandoned carts — $24,750 in lost revenue over eight hours. That email went straight to the CFO with our upgrade proposal attached, and we had the budget approved within 48 hours.</p>
<p dir="ltr"><strong>Q: Which network performance metrics should I prioritize for cloud environments?</strong></p>
<p dir="ltr">A: Cloud environments introduce unique challenges for network performance monitoring. In my experience, the standard metrics like latency and packet loss remain important, but you'll also want to focus on metrics specific to your cloud connectivity. For hybrid environments, I recommend prioritizing these metrics:</p>
<ul>
<li dir="ltr"><strong>Inter-region latency</strong>: Especially important for globally distributed applications</li>
<li dir="ltr"><strong>Connection establishment time</strong>: Often overlooked but crucial for microservice architectures</li>
<li dir="ltr"><strong>Throughput consistency</strong>: More important than raw bandwidth in many cloud scenarios</li>
<li dir="ltr"><strong>DNS resolution time</strong>: Can be a hidden bottleneck in cloud environments</li>
</ul>
<p dir="ltr">Remember, when you focus on metrics that predict problems rather than just report them, network monitoring done right transforms from a reactive burden to a strategic advantage. Start with the five core indicators listed above, establish baselines that make sense for your environment, and watch your team evolve from firefighters into the architects of system reliability.</p></div>
</div>
<div id="bottom-bumper-container"></div>
<div class="article-tag-pill-container">
<span class="article-tag-pill">Network performance</span>
<span class="article-tag-pill">Metric (unit)</span>
<span class="article-tag-pill">Network</span>
</div>
<div class="attribution">
<p>Opinions expressed by DZone contributors are their own.</p>
</div>
</div>
</article>
</div>
<div class="trending-separator goto"></div>
<aside class="trending goto" aria-labelledby="related-mobile-heading">
<h2 id="related-mobile-heading">Related</h2>
<ul>
<li class="item">
<a href="/articles/mastering-bgp-neighborship" class="goto-link related-link">Mastering BGP Neighborship: Effective Troubleshooting Strategies</a>
</li>
<li class="item">
<a href="/articles/5-dns-troubleshooting-tips-for-network-teams" class="goto-link related-link">5 DNS Troubleshooting Tips for Network Teams</a>
</li>
<li class="item">
<a href="/articles/dora-metrics-ci-pipeline-data" class="goto-link related-link">DORA Metrics Assume Your CI Pipeline Is Telling the Truth. What If It Is Not?</a>
</li>
<li class="item">
<a href="/articles/ampere-pmu-profiler-microarchitecture" class="goto-link related-link">Ampere PMU Profiler: A Guide to Microarchitecture Profiling</a>
</li>
</ul>
</aside>
</div>
<div id="div-gpt-ad-1435246566686-11" class="ads-bottom-leaderboard dz2_article_bottom" data-gpt-slot="bottom"></div>
<div class="layout-card widget-top-border partner-resources-block" style="width:100%; margin-bottom: 1em;">
<div class="main-container">
<div class="featured-header">
<h2>
<span>Partner Resources</span>
</h2>
</div>
<div class="partner-resources-container">
<div id="div-gpt-ad-1435246566686-5" class="resource-block dz2_partner_resource_link" data-gpt-slot="partner" data-gpt-position="pr1"></div>
<div id="div-gpt-ad-1435246566686-6" class="resource-block dz2_partner_resource_link" data-gpt-slot="partner" data-gpt-position="pr2"></div>
<div id="div-gpt-ad-1435246566686-7" class="resource-block dz2_partner_resource_link" data-gpt-slot="partner" data-gpt-position="pr3"></div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="bottom-sticky-ad-container">
<span class="bottom-sticky-ad-close" title="close"
x-on:click="$el.parentElement.classList.add('closed')">×</span>
<div id="div-gpt-ad-1635294790718-12" class="bottom-sticky-ad dz2_sticky_footer_leaderboard" data-gpt-slot="bottomStickyFooter"></div>
</div>
<div class="modal fade bd-example-modal-lg" id="modal-message" tabindex="-1" role="dialog" aria-hidden="true">
<div class="modal-dialog">
<div class="modal-content">
<div class="modal-header"></div>
<div class="modal-body"></div>
</div>
</div>
</div>
</div>
</div>
<div class="comments-overlay"></div>
<div id="comment-box">
<div class="comment-box-wrapper">
<div id="comment-input-editor"></div>
</div>
<div class="info hidden"></div>
<div class="comments-content" style="display: none;">
<div class="comment-header">
<hr />
<span class="icon-comment">
<span class="numOfComments"></span> Comments
</span>
</div>
<div class="comments"></div>
</div>
</div>
<script async>var articleTitle = 'Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime';
var articleUrl = 'https://dzone.com/articles/stop-reactive-network-troubleshooting';
var retweetLink = document.querySelector('#tweet-link');
function retweet(event) {
event.preventDefault();
event.stopPropagation();
var twitter = 'https://twitter.com/intent/tweet';
var params = '?text=' + encodeURIComponent(articleTitle) + '&url=' + articleUrl + '&ref=dzone.com&via=DZoneInc';
var win = window.open(twitter + params, '_blank');
win.focus();
}
retweetLink.addEventListener('click', retweet);
function showStatusMessage(options) {
var modal = document.getElementById('modal-message');
if(modal) {
modal.classList.add(options.type);
var modalBody = modal.querySelector('.modal-content .modal-body');
var modalHeader = modal.querySelector('.modal-content .modal-header');
modalHeader.innerText = options.header ? options.header : '';
modalBody.innerText = options.body ? options.body : '';
$(modal).modal('show');
$(modal).on('hidden.bs.modal', function () {
modal.classList.remove(options.type);
});
}
}
function showConfirmMessage(options) {
var modal = document.getElementById('modal-message');
if(modal) {
modal.classList.add(options.type);
var modalBody = modal.querySelector('.modal-content .modal-body');
var modalHeader = modal.querySelector('.modal-content .modal-header');
modalHeader.innerText = options.header ? options.header : '';
modalBody.innerText = options.body ? options.body : '';
if (options.textarea) {
var textareaDiv = document.createElement('div');
var textareaLabel = document.createElement('label');
textareaLabel.setAttribute('for', 'modal-textarea');
textareaLabel.innerText = options.textarea.label;
var textarea = document.createElement('textarea');
textarea.id = 'modal-textarea';
textarea.placeholder = (options.textarea.placeholder || '');
textarea.setAttribute('rows', (options.textarea.rows || 3));
textarea.classList.add('form-control', 'not-resizable');
if (options.textarea.maxlength) {
textarea.maxLength = options.textarea.maxlength;
}
textareaDiv.appendChild(textareaLabel);
textareaDiv.appendChild(textarea);
modalBody.appendChild(textareaDiv);
}
var btnContainer = document.createElement('div');
btnContainer.classList.add('btn-container');
var noBtn = document.createElement('button');
noBtn.innerText = options.noBtnText ? options.noBtnText : 'No';
noBtn.classList.add('no-btn');
var yesBtn = document.createElement('button');
yesBtn.innerText = options.yesBtnText ? options.yesBtnText : 'Yes';
yesBtn.classList.add('yes-btn');
btnContainer.appendChild(noBtn);
btnContainer.appendChild(yesBtn);
modalBody.appendChild(btnContainer);
$(modal).modal('show');
$(noBtn).one('click', function() {
$(modal).modal('hide');
if(options.noCallback) {
$(modal).one('hidden.bs.modal', function () {
options.noCallback();
});
}
});
$(yesBtn).one('click', function() {
$(modal).modal('hide');
if(options.yesCallback) {
$(modal).one('hidden.bs.modal', function () {
options.yesCallback();
});
}
});
$(modal).on('hidden.bs.modal', function () {
modal.classList.remove(options.type);
});
}
}
function getSuspensionBody() {
return 'We regret to inform you that your DZone account has been suspended for violating our Guidelines. ' +
'Please reach out to editors@dzone.com if you would like additional information.';
}</script>
<style>.engagement-overlay {
width: 100%;
height: 100%;
position: fixed;
top: 0;
left: 0;
background: rgb(0, 0, 0, 0.5);
z-index: 10000;
}
.engagement-modal {
display: flex;
align-items: center;
justify-content: center;
position: fixed;
z-index: 10;
width: 100%;
height: 100%;
}
.engagement-modal .inner {
background-color: white;
border-radius: 0.5em;
margin: auto;
border: 1px solid #cccccc;
}
.engagement-modal .header {
padding: 20px 50px 10px 30px;
position: relative;
}
.engagement-modal .title {
font-size: 20px;
font-weight: bold;
color: #333333;
}
.engagement-modal .title:hover {
text-decoration: none;
}
.engagement-modal .close {
font-size: 18px;
position: absolute;
top: 18px;
right: 20px;
width: 32px;
height: 32px;
background: none;
border: none;
opacity: 0.8;
font-weight: bold;
text-shadow: 0 1px 0 #fff;
}
.engagement-modal .close:hover {
background-color: rgba(146, 148, 151, 0.2);
color: #000;
border-radius: 50%;
}
.engagement-modal .close:after {
content: '\2715';
}
.engagement-modal .content {
padding: 0 30px 20px;
width: min(450px, 90vw);
height: min(450px, 90vw);
scrollbar-width: thin;
overflow: auto;
overscroll-behavior: contain;
}
.engagement-modal .loading-screen,
.engagement-modal .content .center-screen {
display: flex;
justify-content: center;
align-items: center;
height: 100%;
font-size: 18px;
}
.engagement-modal .content .center-screen a {
color: var(--acc-ffffff-blue-1);
font-weight: bold;
}
.engagement-modal .loading-screen i {
font-size: 24px;
}
.engagement-modal .media-left,
.engagement-modal .media-right {
display: table-cell;
vertical-align: top;
}
.engagement-modal .media-left {
padding-right: 10px;
}
.engagement-modal .media-right {
padding-left: 10px;
}
.engagement-modal .media a {
color: black;
font-size: 16px;
}
.engagement-modal .avatar {
border-radius: 50%;
}
.engagement-modal .footer {
margin: 20px 0 0;
display: flex;
justify-content: center;
align-items: center;
background-color: unset !important;
border-top: none !important;
}
.engagement-modal .footer .btn {
border: 1px solid transparent;
}
.engagement-modal .footer .btn-primary {
color: #fff;
border-color: #2e6da4;
}
.engagement-modal .footer button {
background-color: var(--acc-ffffff-blue-2);
padding: 6px 12px;
border-radius: 4px;
}
.engagement-modal .footer button:hover {
filter: brightness(1.2);
}
@keyframes anim-spin {
0% {
transform: rotate(0deg);
}
100% {
transform: rotate(359deg);
}
}
.engagement-modal .anim-spin {
display: inline-block;
animation: anim-spin 2s infinite linear;
}</style>
<script>document.addEventListener('alpine:init', () => {
Alpine.data('engagementModal', (nodeId) => ({
nodeId: null,
init() {
this.nodeId = nodeId;
},
open() {
this.updateStore();
this.$store.article.engagement.open = true;
if (this.$store.article.engagement.page === 1 && !this.$store.article.engagement.unauthorized) {
this.$store.article.engagement.initializing = true;
this.fetchEngagements();
}
},
close() {
if (this.$store.article.engagement.open) {
this.$store.article.engagement.open = false;
}
},
updateStore() {
if (this.nodeId !== this.$store.article.id) {
this.$store.article.engagement.reset();
this.$store.article.id = this.nodeId;
}
},
fetchEngagements() {
if (this.$store.article.engagement.loading || !this.$store.article.engagement.additional) {
return;
}
this.$store.article.engagement.loading = true;
this.$store.global.getFromService('/services/nodes/' + this.$store.article.id + '/engagements?page=' + this.$store.article.engagement.page)
.then(res => {
res.json().then(data => {
for (let user of data.engagements) {
this.$store.article.engagement.users.push(user);
}
this.$store.article.engagement.additional = data.additional;
this.$store.article.engagement.page++;
});
})
.catch(err => {
err.json().then(data => {
if (data.error?.code === 4011) {
this.$store.article.engagement.unauthorized = true;
} else {
this.$store.modal_engagement_error.open();
}
});
})
.finally(() => {
// Allow the loader to gracefully exit
setTimeout(() => {
this.$store.article.engagement.loading = false;
this.$store.article.engagement.initializing = false;
}, 200);
});
},
formatJobData(user) {
if (user.profile.jobTitle && user.profile.companyName) {
return user.profile.jobTitle + ', ' + user.profile.companyName;
}
if (user.profile.jobTitle) {
return user.profile.jobTitle;
}
if (user.profile.companyName) {
return user.profile.companyName;
}
return null;
},
isDataUnavailable() {
return !this.$store.article.engagement.initializing && !this.$store.article.engagement.users.length;
},
isFooterShowing() {
return !this.$store.article.engagement.initializing
&& this.$store.article.engagement.additional
&& this.$store.article.engagement.page > 1;
}
}));
});
</script>
<div class="alpine-overlay" x-cloak x-show="$store.modal_engagement_error._open">
<div id="modal_engagement_error"
class="alpine-modal"
role="dialog"
tabindex="-1"
x-show="$store.modal_engagement_error._open"
x-on:click.self="$store.modal_engagement_error.dismissible && $store.modal_engagement_error.close()"
x-cloak
x-transition
>
<div class="dz-style modal-inner centered relative">
<button x-show="$store.modal_engagement_error.closeable"
class="btn-close"
x-on:click="$store.modal_engagement_error.close()"
aria-label="Close">
</button>
<div x-show="$store.modal_engagement_error.title" class="modal-header p-sm mt-sm mb-md">
<div class="title " x-text="$store.modal_engagement_error.title"></div>
</div>
<div class="modal-content py-md px-lg" x-bind:class="{ 'has-top-border': $store.modal_engagement_error.title }">
<p x-show="$store.modal_engagement_error.bodyText" class="my-none" x-text="$store.modal_engagement_error.bodyText"></p>
<p>The likes didn't load as expected. Please refresh the page and try again.</p>
</div>
<div x-show="$store.modal_engagement_error.options.length" class="modal-footer p-sm">
<template x-for="option in $store.modal_engagement_error.options">
<button x-show="option.canDisplay" x-text="option.text"
type="button"
x-bind:id="'button_modal_engagement_error_' + option.index"
x-bind:class="option.classList"
x-on:click="option.onClick"
x-bind:disabled="option.isDisabled"
></button>
</template>
</div>
</div>
</div>
</div>
<script>
document.addEventListener("alpine:init", () => {
Alpine.store("modal_engagement_error", {
_open: false,
title: "Oops! Something Went Wrong",
bodyText: null,
options: [{"action":"dismiss","text":"Close"}],
closeable: true,
dismissible: true,
open(data) {
if (data) {
if (data.title) {
this.title = data.title;
}
if (data.bodyText) {
this.bodyText = data.bodyText;
}
if (data.options) {
this.options = data.options;
}
if (data.dismissAfterMs) {
setTimeout(() => this._open = false, data.dismissAfterMs);
}
}
this.updateOptions();
this._open = true;
},
close() {
// Manually click the buttons in which should run on dismiss.
// This is to keep the context. Calling this[option.action]() will not work.
for (let option of this.options) {
if (option.runOnDismiss) {
const element = document.querySelector('#button_modal_engagement_error_' + option.index);
element.click();
}
}
this._open = false;
},
updateOptions() {
const btnStyle = this.options.length === 2 ? ' btn-default' : '';
this.options = this.options.map((o, idx) => ({
...o,
index: idx,
classList: o.classList ? o.classList : (idx === 0 ? "btn btn-primary hov-brighten" : "btn hov-underline" + btnStyle),
onClick: function() {
if (o.action !== "dismiss") {
this[o.action]();
}
this.$store["modal_engagement_error"].close();
},
isDisabled: function() {
return Object.hasOwn(o, 'disabled') && this[o.disabled]();
},
canDisplay: function() {
return !Object.hasOwn(o, 'condition') || this[o.condition]();
}
}));
},
init() {
this.updateOptions();
}
});
});
</script>
<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/footer/styles.css">
<div id="ftl-footer">
<div class="container-fluid footerOuter" style="padding-bottom: 90px;">
<div class="row">
<div class="col-md-12">
<div class="container">
<div class="row footer">
<div class="col-md-12 footerWidget">
<div class="row footerContainer footer">
<div class="left col-xs-12 col-sm-7">
<div class="col-xs-12 social-media-icons footer-mobile">
<ul class="icons-only">
<li class="rss-icon" id="rss-footer-1">
<a href="/pages/feeds" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" class="w-4 h-4 mt-1.75 fill-current" aria-label="Follow our RSS feeds">
<title>RSS</title>
<path d="M19.199 24C19.199 13.467 10.533 4.8 0 4.8V0c13.165 0 24 10.835 24 24h-4.801zM3.291 17.415c1.814 0 3.293 1.479 3.293 3.295 0 1.813-1.485 3.29-3.301 3.29C1.47 24 0 22.526 0 20.71s1.475-3.294 3.291-3.295zM15.909 24h-4.665c0-6.169-5.075-11.245-11.244-11.245V8.09c8.727 0 15.909 7.184 15.909 15.91z"></path>
</svg>
</a>
</li>
<li class="twitter-icon">
<a href="https://twitter.com/DZoneInc" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" aria-label="Follow us on X">
<title>X</title>
<path d="M14.234 10.162 22.977 0h-2.072l-7.591 8.824L7.251 0H.258l9.168 13.343L.258 24H2.33l8.016-9.318L16.749 24h6.993zm-2.837 3.299-.929-1.329L3.076 1.56h3.182l5.965 8.532.929 1.329 7.754 11.09h-3.182z"></path>
</svg>
</a>
</li>
<li class="facebook-icon">
<a href="https://www.facebook.com/DZoneInc" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" aria-label="Follow us on Facebook">
<title>Facebook</title>
<path d="M9.101 23.691v-7.98H6.627v-3.667h2.474v-1.58c0-4.085 1.848-5.978 5.858-5.978.401 0 .955.042 1.468.103a8.68 8.68 0 0 1 1.141.195v3.325a8.623 8.623 0 0 0-.653-.036 26.805 26.805 0 0 0-.733-.009c-.707 0-1.259.096-1.675.309a1.686 1.686 0 0 0-.679.622c-.258.42-.374.995-.374 1.752v1.297h3.919l-.386 2.103-.287 1.564h-3.246v8.245C19.396 23.238 24 18.179 24 12.044c0-6.627-5.373-12-12-12s-12 5.373-12 12c0 5.628 3.874 10.35 9.101 11.647Z"></path>
</svg>
</a>
</li>
<li class="linkedin-icon">
<a href="https://www.linkedin.com/company/dzone/" target="_blank"
rel="noreferrer noopener">
<svg viewBox="0 0 24 25" fill="none" aria-label="Follow us on LinkedIn">
<path d="M6.20062 21.2143H1.84688V7.194H6.20062V21.2143ZM4.02141 5.2815C2.62922 5.2815 1.5 4.12838 1.5 2.73619C1.5 2.06747 1.76565 1.42614 2.2385 0.953285C2.71136 0.48043 3.35269 0.214783 4.02141 0.214783C4.69012 0.214783 5.33145 0.48043 5.80431 0.953285C6.27716 1.42614 6.54281 2.06747 6.54281 2.73619C6.54281 4.12838 5.413 5.2815 4.02141 5.2815ZM22.4953 21.2143H18.1509V14.3893C18.1509 12.7628 18.1181 10.6768 15.8873 10.6768C13.6237 10.6768 13.2769 12.444 13.2769 14.2721V21.2143H8.92781V7.194H13.1034V9.1065H13.1644C13.7456 8.00494 15.1655 6.84244 17.2838 6.84244C21.69 6.84244 22.5 9.744 22.5 13.5128V21.2143H22.4953Z" fill="currentColor"></path>
</svg>
</a>
</li>
</ul>
</div>
<div class="top-section col-xs-12">
<div class="col-xs-12 col-sm-6">
<p class="section-header">ABOUT US</p>
<ul class="link-group">
<li><a href="/pages/about" rel="noreferrer noopener">About DZone</a></li>
<li><a href="/cdn-cgi/l/email-protection#a3d0d6d3d3ccd1d7e3c7d9cccdc68dc0ccce" rel="noreferrer noopener">Support and feedback</a></li>
<li><a href="/pages/dzone-community-research">Community research</a></li>
</ul>
</div>
<div class="col-xs-12 col-sm-6">
<p class="section-header">ADVERTISE</p>
<ul class="link-group">
<li><a href="https://advertise.dzone.com" target="_blank" rel="noreferrer noopener">Advertise with DZone</a></li>
</ul>
</div>
</div>
<div class="bottom-section col-xs-12">
<div class="col-xs-12 col-sm-6">
<p class="section-header">CONTRIBUTE ON DZONE</p>
<ul class="bottom-top-list link-group">
<li><a href="/articles/dzones-article-submission-guidelines">Article Submission Guidelines</a></li>
<li><a href="/pages/contribute" rel="noreferrer noopener">Become a Contributor</a></li>
<li><a href="/pages/core" rel="noreferrer noopener">Core Program</a></li>
<li><a href="/writers-zone" rel="noreferrer noopener">Visit the Writers' Zone</a></li>
</ul>
<p class="section-header">LEGAL</p>
<ul class="link-group">
<li><a href="https://technologyadvice.com/terms-conditions/" target="_blank" rel="noreferrer noopener">Terms of Service</a></li>
<li><a href="https://technologyadvice.com/privacy-policy/" target="_blank" rel="noreferrer noopener">Privacy Policy</a></li>
</ul>
</div>
<div class="col-xs-12 col-sm-6">
<p class="section-header">CONTACT US</p>
<ul class="link-group">
<li>3343 Perimeter Hill Drive</li>
<li>Suite 215</li>
<li>Nashville, TN 37211</li>
<li><a href="/cdn-cgi/l/email-protection#374442474758454377534d5859521954585a" rel="noreferrer noopener"><span class="__cf_email__" data-cfemail="e794929797889593a7839d888982c984888a">[email&#160;protected]</span></a></li>
</ul>
</div>
</div>
</div>
<div class="right col-xs-12 col-sm-5">
<p class="connect-text">Let's be friends:</p>
<div class="col-xs-12 social-media-icons footer-wide">
<ul class="icons-only">
<li class="rss-icon" id="rss-footer-1">
<a href="/pages/feeds" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" aria-label="Follow our RSS feeds">
<title>RSS</title>
<path d="M19.199 24C19.199 13.467 10.533 4.8 0 4.8V0c13.165 0 24 10.835 24 24h-4.801zM3.291 17.415c1.814 0 3.293 1.479 3.293 3.295 0 1.813-1.485 3.29-3.301 3.29C1.47 24 0 22.526 0 20.71s1.475-3.294 3.291-3.295zM15.909 24h-4.665c0-6.169-5.075-11.245-11.244-11.245V8.09c8.727 0 15.909 7.184 15.909 15.91z"></path>
</svg>
</a>
</li>
<li class="twitter-icon">
<a href="https://twitter.com/DZoneInc" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" aria-label="Follow us on X">
<title>X</title>
<path d="M14.234 10.162 22.977 0h-2.072l-7.591 8.824L7.251 0H.258l9.168 13.343L.258 24H2.33l8.016-9.318L16.749 24h6.993zm-2.837 3.299-.929-1.329L3.076 1.56h3.182l5.965 8.532.929 1.329 7.754 11.09h-3.182z"></path>
</svg>
</a>
</li>
<li class="facebook-icon">
<a href="https://www.facebook.com/DZoneInc" target="_blank" rel="noreferrer noopener">
<svg role="img" viewBox="0 0 24 24" aria-label="Follow us on Facebook">
<title>Facebook</title>
<path d="M9.101 23.691v-7.98H6.627v-3.667h2.474v-1.58c0-4.085 1.848-5.978 5.858-5.978.401 0 .955.042 1.468.103a8.68 8.68 0 0 1 1.141.195v3.325a8.623 8.623 0 0 0-.653-.036 26.805 26.805 0 0 0-.733-.009c-.707 0-1.259.096-1.675.309a1.686 1.686 0 0 0-.679.622c-.258.42-.374.995-.374 1.752v1.297h3.919l-.386 2.103-.287 1.564h-3.246v8.245C19.396 23.238 24 18.179 24 12.044c0-6.627-5.373-12-12-12s-12 5.373-12 12c0 5.628 3.874 10.35 9.101 11.647Z"></path>
</svg>
</a>
</li>
<li class="linkedin-icon">
<a href="https://www.linkedin.com/company/dzone/" target="_blank"
rel="noreferrer noopener">
<svg viewBox="0 0 24 25" fill="none" aria-label="Follow us on LinkedIn">
<path d="M6.20062 21.2143H1.84688V7.194H6.20062V21.2143ZM4.02141 5.2815C2.62922 5.2815 1.5 4.12838 1.5 2.73619C1.5 2.06747 1.76565 1.42614 2.2385 0.953285C2.71136 0.48043 3.35269 0.214783 4.02141 0.214783C4.69012 0.214783 5.33145 0.48043 5.80431 0.953285C6.27716 1.42614 6.54281 2.06747 6.54281 2.73619C6.54281 4.12838 5.413 5.2815 4.02141 5.2815ZM22.4953 21.2143H18.1509V14.3893C18.1509 12.7628 18.1181 10.6768 15.8873 10.6768C13.6237 10.6768 13.2769 12.444 13.2769 14.2721V21.2143H8.92781V7.194H13.1034V9.1065H13.1644C13.7456 8.00494 15.1655 6.84244 17.2838 6.84244C21.69 6.84244 22.5 9.744 22.5 13.5128V21.2143H22.4953Z" fill="currentColor"></path>
</svg>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<script data-cfasync="false" src="/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js"></script><script>
const articleId = 3594546;
const likes = 2;
const assetDomain = 'https://dz2cdn1.dzone.com';
const codemirrorVars = {
modeURI: 'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/mode/',
requiredScripts: [
'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/lib/codemirror.js',
'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/addon/mode/overlay.js',
'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/addon/mode/multiplex.js',
'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/mode/meta.js'
]
};
const gptTags = {
'zone': 'Monitoring and Observability',
'topicTag': 'Network performance,metric,network',
'company': '',
'siteSection': 'Zones',
'articleCategory': 'analysis',
'nodeID': '3594546',
'authorID': '5385794',
'publishYear': '2025',
'publishMonth': '09',
'jobRole': '',
'companySize': '',
'env': 'prod'
};
const minCommentChar = 10;
</script>
<script async>const width = window.innerWidth;
const metadata = {
'top': {
'position': 'top',
'slot': 'dz2_article_billboard_new',
},
'sponsorLogo': {
'position': 'zoneHomepage',
'slot': 'dz2_homepage_sponsor_logo',
'refreshable': false
},
'sidebar1': {
'position': 'sidebar',
'slot': 'dz2_article_halfpage_new',
'minWidthToShow': 1024
},
'topBumper': {
'position': 'top',
'slot': 'dz2_bumper_text_ad',
'minWidthToShow': 1024
},
'bottomBumper': {
'position': 'bottom',
'slot': 'dz2_bumper_text_ad',
'minWidthToShow': 1024
},
'bottom': {
'position': 'bottom',
'slot': 'dz2_article_bottom',
},
'bottomStickyFooter': {
'position': 'sticky',
'slot': 'dz2_sticky_footer_leaderboard',
},
'partner': {
'slot': 'dz2_partner_resource_link',
},
'branded': {
'slot': 'dz2_branded_content',
'refreshable': false
},
'topicBillboard': {
'position': ['top', 'zoneHomepage'],
'slot': 'dz2_topic_billboard',
},
'listPageSidebar': {
'position': 'sidebar',
'slot': 'dz2_list_page_sidebar',
'minWidthToShow': 1024
},
'topListPageLeaderboard2': {
'position': ['top', 'zoneList'],
'slot': 'dz2_list_page_leaderboard_2',
},
'bottomListPageLeaderboard2': {
'position': ['bottom', 'zoneList'],
'slot': 'dz2_list_page_leaderboard_2',
},
'homepageLeaderboard': {
'position': 'top',
'slot': 'dz2_homepage_leaderboard',
},
'homepageLeaderboard2': {
'position': 'bottom',
'slot': 'dz2_homepage_leaderboard_2',
},
'skybox': {
'position': 'above nav',
'slot': 'dz_skybox',
'refreshable': false
},
'inline': {
'position': 'inline',
'slot': 'dz2_inline-article-display',
}
};
var campaign = new URLSearchParams(window.location.search).get("adTargeting_campaign");
window.googletag = window.googletag || { cmd: [] };
if (campaign) {
window.googletag.cmd.push(function() {
window.googletag.setConfig({ targeting: { campaign }});
});
}
let lastHeader = null;
const topContainer = document.querySelector('#top-bumper-container');
const bottomContainer = document.querySelector('#bottom-bumper-container');
function GAM_getPersistentValue(key) {
const stored = JSON.parse(localStorage.getItem(key));
if (!stored) {
return null;
}
const { value, expiration } = stored;
if (expiration && Date.now() >= expiration) {
localStorage.removeItem(key);
return null;
}
return value;
}
function GAM_setPersistentValue(key, value, expiration) {
// 5 minutes from now
if (!expiration) {
expiration = Date.now() + 300000;
}
const storedValue = JSON.stringify({
value: value,
expiration: expiration
});
localStorage.setItem(key, storedValue);
return value;
}
function GAM_synchronousRequest(params) {
const xhr = new XMLHttpRequest();
xhr.open('GET', params.url, false);
xhr.setRequestHeader("Content-Type", "application/json");
if (typeof params.auth_header !== "undefined") {
xhr.setRequestHeader("Authorization", params.auth_header);
}
xhr.send(null);
if (xhr.status === 200) {
return xhr.responseText;
} else {
throw new Error('Request failed: ' + xhr.statusText);
}
}
function GAM_fetch_data(params) {
let stored_data = GAM_getPersistentValue(params.storage_key);
if (stored_data === null) {
try {
const response = GAM_synchronousRequest(params);
const data = JSON.parse(response);
// Store and expire after 30 minutes
return GAM_setPersistentValue(params.storage_key, data, Date.now() + 1800000);
} catch (error) {
console.error('Could not get ' + params.storage_key + ' data: ' + error);
return null;
}
} else {
return stored_data;
}
}
function GAM_setUpSixSenseTargeting() {
let meData = GAM_fetch_data({
url: "https://link.technologyadvice.com/_me",
storage_key: "ta_me_data"
});
let sixSenseData = GAM_fetch_data({
url: "https://epsilon.6sense.com/v3/company/details",
auth_header: "Token d20a1b0e892442270cbc4cb6801c0160d28af04c",
storage_key: "ta_6s_data"
});
function meDataIncludes(i) {
return meData.tags.includes(i);
}
if (typeof meData !== "undefined" && meData !== null) {
window.googletag.pubads().setTargeting("visitor_id", meData.vid);
window.googletag.pubads().setTargeting("user_agent", meData.user_agent);
var tags_mapping = {
"is_datacenter": ["site.is-datacenter"],
"is_suspected_bot": ["site.suspected-bad-bot", "site.bad-bot"],
"is_ta_user": ["site.is-ta-user"],
"is_crawler": ["site.user-agent-blocked"],
"is_ad_blocked": ["site.is-ad-blocked"],
};
for (var key in tags_mapping) {
if (tags_mapping[key].some(meDataIncludes)) {
window.googletag.pubads().setTargeting(key, 'true');
}
}
}
if (typeof sixSenseData !== "undefined" && sixSenseData !== null) {
var segment_ids = [];
if (sixSenseData.segments && sixSenseData.segments.ids && sixSenseData.segments.ids.length) {
sixSenseData.segments.ids.forEach(function (v) {
segment_ids.push(v.toString());
});
}
if (typeof segment_ids !== "undefined" && segment_ids.length > 0) {
window.googletag.pubads().setTargeting("segment_ids_6si", segment_ids);
}
}
}
if (width >= 1024 && (topContainer || bottomContainer)) {
// Dynamically create bumper ad slots for non-mobile devices.
// Prevents ugly dividers being rendered on empty ad slots (mobile)
const topBumper = document.createElement('div');
topBumper.id = 'div-gpt-ad-1435246566686-3';
topBumper.classList.add('article-bumper', 'article-bumper-top', 'dz2_bumper_text_ad');
topBumper.setAttribute('data-gpt-slot', 'topBumper');
topContainer.appendChild(topBumper);
const bottomBumper = document.createElement('div');
bottomBumper.id = 'div-gpt-ad-1435246566686-4';
bottomBumper.classList.add('article-bumper', 'article-bumper-bottom', 'dz2_bumper_text_ad');
bottomBumper.setAttribute('data-gpt-slot', 'bottomBumper');
bottomContainer.appendChild(bottomBumper);
}
if (gptTags.zone) {
gptTags.zone = gptTags.zone.replaceAll(/[\s/]/g, '_')
.replaceAll(/[^a-zA-Z0-9_]/g, '')
.toLowerCase();
}
makeAds();
function handleSkybox() {
const skybox = document.querySelector('div.skybox');
if (skybox) {
document.body.classList.add('skybox-auto-collapse');
// observe classlist changes for offsetting sticky ads
const observer = new MutationObserver((mutations) => {
mutations.forEach((mutation) => {
if (mutation.type === 'attributes' && mutation.attributeName === 'class') {
let offset = 0;
if (!document.body.classList.contains('skybox-closed') && (
document.body.classList.contains('ccad-skybox-manualcollapse')
|| document.body.classList.contains('ccad-skybox-manualexpand')
)) {
offset = skybox.getBoundingClientRect().height;
}
let eligibleAds = [
{ element: document.querySelector('.content-right-images'), offset: 108 },
{ element: document.querySelector('.trending-sidebar'), offset: 88 },
{ element: document.querySelector('.trending'), offset: 88 }
];
for (let ad of eligibleAds) {
if (ad.element) {
ad.element.style.top = (ad.offset + offset) + 'px';
}
}
}
});
});
observer.observe(document.body, { attributes: true });
}
}
function isHeaderEligible(header) {
const range = document.createRange();
range.setStartAfter(lastHeader);
range.setEndBefore(header);
return range.toString().trim().length >= 600;
}
function placeInlineAds() {
const excludedContent = document.querySelectorAll('#ftl-article.branded-content, #ftl-article.sponsored');
if (excludedContent.length > 0) {
return;
}
const headers = Array.from(document.querySelectorAll('.content-html h2')).splice(1);
let globalIndex = 12;
for (let i = 0; i < headers.length; i++) {
if (!lastHeader || isHeaderEligible(headers[i])) {
const element = document.createElement('div');
element.id = 'div-gpt-ad-1435246566686-' + globalIndex;
element.classList.add('inline-display', 'dz2_inline-article-display');
element.setAttribute('data-gpt-slot', 'inline');
headers[i].before(element);
lastHeader = element;
globalIndex++;
}
}
}
function makeAds() {
handleSkybox();
placeInlineAds();
const script = document.createElement('script');
script.src = 'https://i6ByW9Zmz4ncxhHkb.ay.delivery/manager/i6ByW9Zmz4ncxhHkb';
script.type = 'text/javascript';
script.referrerPolicy = 'no-referrer-when-downgrade';
document.head.appendChild(script);
window.googletag.cmd.push(function() {
const containers = document.querySelectorAll('div[data-gpt-slot]');
for (let container of containers) {
const div = container.getAttribute('data-gpt-slot');
const meta = metadata[div];
if (meta.minWidthToShow && width < meta.minWidthToShow) {
continue;
}
window.googletag.pubads().setTargeting('hostname', window.location.hostname);
Object.keys(gptTags).forEach(function(key) {
window.googletag.pubads().setTargeting(key, gptTags[key]);
});
window.googletag.pubads().addEventListener('slotRenderEnded', (event) => {
window.requestAnimationFrame(() => {
var slotId = event.slot.getSlotElementId();
if (!slotId.includes('__ayManagerEnv__')) {
return;
}
var className = slotId.split('__ayManagerEnv__')[0];
var slotName = className.replace('dz2_', '').replace('dz_', '').replace(/_\d+$/, '');
var unitName = meta.slot.replace('dz2_', '').replace('dz_', '').replace(/_\d+$/, '');
if (slotName !== unitName) {
return;
}
var elem = document.getElementById(slotId);
if (!elem) {
console.warn('Ad element missing', slotId);
return;
}
// Ad unit did not fill, collapse slot
if (event.isEmpty && elem.parentElement) {
elem.parentElement.style.display = 'none';
}
});
});
}
GAM_setUpSixSenseTargeting();
});
}
</script>
<script async>// InMobi Choice. Consent Manager Tag v3.0 (for TCF 2.2)
!function(){var e=window.location.hostname,t=document.createElement("script"),n=document.getElementsByTagName("script")[0],a="https://cmp.inmobi.com".concat("/choice/","vPn77x7pBG57Y","/","dzone.com","/choice.js?tag_version=V3"),p=0;t.async=!0,t.type="text/javascript",t.src=a,n.parentNode.insertBefore(t,n),function(){for(var e,t="__tcfapiLocator",n=[],a=window;a;){try{if(a.frames[t]){e=a;break}}catch(e){}if(a===window.top)break;a=a.parent}e||(!function e(){var n=a.document,p=!!a.frames[t];if(!p)if(n.body){var s=n.createElement("iframe");s.style.cssText="display:none",s.name=t,n.body.appendChild(s)}else setTimeout(e,5);return!p}(),a.__tcfapi=function(){var e,t=arguments;if(!t.length)return n;if("setGdprApplies"===t[0])t.length>3&&2===t[2]&&"boolean"==typeof t[3]&&(e=t[3],"function"==typeof t[2]&&t[2]("set",!0));else if("ping"===t[0]){var a={gdprApplies:e,cmpLoaded:!1,cmpStatus:"stub"};"function"==typeof t[2]&&t[2](a)}else"init"===t[0]&&"object"==typeof t[3]&&(t[3]=Object.assign(t[3],{tag_version:"V3"})),n.push(t)},a.addEventListener("message",(function(e){var t="string"==typeof e.data,n={};try{n=t?JSON.parse(e.data):e.data}catch(e){}var a=n.__tcfapiCall;a&&window.__tcfapi(a.command,a.version,(function(n,p){var s={__tcfapiReturn:{returnValue:n,success:p,callId:a.callId}};t&&(s=JSON.stringify(s)),e&&e.source&&e.source.postMessage&&e.source.postMessage(s,"*")}),a.parameter)}),!1))}(),function(){const e=["2:tcfeuv2","6:uspv1","7:usnatv1","8:usca","9:usvav1","10:uscov1","11:usutv1","12:usctv1"];window.__gpp_addFrame=function(e){if(!window.frames[e])if(document.body){var t=document.createElement("iframe");t.style.cssText="display:none",t.name=e,document.body.appendChild(t)}else window.setTimeout(window.__gpp_addFrame,10,e)},window.__gpp_stub=function(){var t=arguments;if(__gpp.queue=__gpp.queue||[],__gpp.events=__gpp.events||[],!t.length||1==t.length&&"queue"==t[0])return __gpp.queue;if(1==t.length&&"events"==t[0])return __gpp.events;var n=t[0],a=t.length>1?t[1]:null,p=t.length>2?t[2]:null;if("ping"===n)a({gppVersion:"1.1",cmpStatus:"stub",cmpDisplayStatus:"hidden",signalStatus:"not ready",supportedAPIs:e,cmpId:10,sectionList:[],applicableSections:[-1],gppString:"",parsedSections:{}},!0);else if("addEventListener"===n){"lastId"in __gpp||(__gpp.lastId=0),__gpp.lastId++;var s=__gpp.lastId;__gpp.events.push({id:s,callback:a,parameter:p}),a({eventName:"listenerRegistered",listenerId:s,data:!0,pingData:{gppVersion:"1.1",cmpStatus:"stub",cmpDisplayStatus:"hidden",signalStatus:"not ready",supportedAPIs:e,cmpId:10,sectionList:[],applicableSections:[-1],gppString:"",parsedSections:{}}},!0)}else if("removeEventListener"===n){for(var i=!1,o=0;o<__gpp.events.length;o++)if(__gpp.events[o].id==p){__gpp.events.splice(o,1),i=!0;break}a({eventName:"listenerRemoved",listenerId:p,data:i,pingData:{gppVersion:"1.1",cmpStatus:"stub",cmpDisplayStatus:"hidden",signalStatus:"not ready",supportedAPIs:e,cmpId:10,sectionList:[],applicableSections:[-1],gppString:"",parsedSections:{}}},!0)}else"hasSection"===n?a(!1,!0):"getSection"===n||"getField"===n?a(null,!0):__gpp.queue.push([].slice.apply(t))},window.__gpp_msghandler=function(e){var t="string"==typeof e.data;try{var n=t?JSON.parse(e.data):e.data}catch(e){n=null}if("object"==typeof n&&null!==n&&"__gppCall"in n){var a=n.__gppCall;window.__gpp(a.command,(function(n,p){var s={__gppReturn:{returnValue:n,success:p,callId:a.callId}};e.source.postMessage(t?JSON.stringify(s):s,"*")}),"parameter"in a?a.parameter:null,"version"in a?a.version:"1.1")}},"__gpp"in window&&"function"==typeof window.__gpp||(window.__gpp=window.__gpp_stub,window.addEventListener("message",window.__gpp_msghandler,!1),window.__gpp_addFrame("__gppLocator"))}();var s=function(){var e=arguments;typeof window.__uspapi!==s&&setTimeout((function(){void 0!==window.__uspapi&&window.__uspapi.apply(window.__uspapi,e)}),500)};if(void 0===window.__uspapi){window.__uspapi=s;var i=setInterval((function(){p++,window.__uspapi===s&&p<3?console.warn("USP is not accessible"):clearInterval(i)}),6e3)}}();
</script>
<script async>
(function(w, d, s, l, i) {
w[l] = w[l] || [];
w[l].push({'gtm.start': new Date().getTime(), event: 'gtm.js'});
var f = d.getElementsByTagName(s)[0], j = d.createElement(s), dl = l != 'dataLayer' ? '&l=' + l : '';
j.async = true;
j.src = 'https://www.googletagmanager.com/gtm.js?id=' + i + dl;
f.parentNode.insertBefore(j,f);
})(window, document, 'script', 'dataLayer', 'GTM-K25QL22');
</script>
<script>
window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)};ga.l=+new Date;
ga('create', 'UA-410289-1', 'auto');
ga('require', 'linkid', 'linkid.js');
ga('require', 'GTM-TSD9TZP');
ga('set', 'siteSpeedSampleRate', 25);
</script>
<script async src="https://www.google-analytics.com/analytics.js"></script>
<script async>var analytics = {
'dimension1': 'Monitoring and Observability',
'dimension2': 'article/analysis',
'dimension3': '2025-09-22',
'dimension4': '0',
'dimension5': '',
'dimension7': 'Network performance, metric, network',
'dimension8': 'Sascha_Neumeier',
'dimension9': 'undefined',
'dimension10': 'Paessler'
};
if (window.ga) {
Object.keys(analytics).forEach(function(key) {
window.ga('set', key, analytics[key]);
});
window.ga('send', 'pageview');
}</script>
<script src="https://dz2cdn1.dzone.com/themes/dz20/lib/static/jquery/jquery.min.js"></script>
<script async src="https://dz2cdn1.dzone.com/themes/dz20/lib/static/bootstrap/bootstrap.min.js"></script>
<script>
function loadScript(src) {
return new Promise(function (resolve, reject) {
const s = document.createElement('script');
s.src = src;
s.onload = resolve;
s.onerror = reject;
document.head.appendChild(s);
});
}
function loadStyle(href) {
const link = document.createElement('link');
link.rel = 'stylesheet';
link.href = href;
document.head.appendChild(link);
}
function loadScriptsSync(deferred) {
var p = Promise.resolve();
for (var i = 0; i < deferred.length; i++) {
let script = deferred[i];
p = p.then(function() {
return loadScript(script);
});
}
return p;
}
function loadStyles() {
const deferred = [
'https://dz2cdn1.dzone.com/themes/dz20/lib/codemirror/lib/codemirror.css',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/comments/styles.css',
'https://dz2cdn1.dzone.com/themes/dz20/lib/froala3/css/froala_editor.pkgd.min.css',
'https://dz2cdn1.dzone.com/themes/dz20/lib/froala3/css/themes/gray.min.css',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/article/mini-profile.css'
];
for (var i = 0; i < deferred.length; i++) {
loadStyle(deferred[i]);
}
}
window.addEventListener('load', function(_event) {
loadStyles();
loadScriptsSync([
'https://dz2cdn1.dzone.com/themes/dz20/lib/lazysizes.min.js',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/article/codeblocks.js',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/article/activity-bar.js',
'https://dz2cdn1.dzone.com/themes/dz20/lib/froala3/js/froala_editor.pkgd.min.js',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/froala/content.js',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/comments/content.js',
'https://dz2cdn1.dzone.com/themes/dz20/ftl/article/content.js'
]);
});
</script>
</body>
</html>