2928 lines
150 KiB
HTML
2928 lines
150 KiB
HTML
<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<meta name="description" content="A wake‑up call for QA to upskill for platform engineering and SRE, including cloud‑native practices, automation mastery, and system reliability at scale.">
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<meta name="keywords" content="DevOps, Engineering, Site reliability engineering, platform engineering">
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<meta property="og:description" content="A wake‑up call for QA to upskill for platform engineering and SRE, including cloud‑native practices, automation mastery, and system reliability at scale.">
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<meta property="og:site_name" content="dzone.com">
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<meta property="og:title" content="Rethinking QA: From DevOps to Platform Engineering and SRE">
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<meta property="og:url" content="https://dzone.com/articles/rethinking-qa-from-devops-to-platform-engineering">
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<meta property="og:image" content="https://dz2cdn1.dzone.com/storage/article-thumb/18801880-thumb.jpg">
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<meta property="og:type" content="article">
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<meta name="twitter:site" content="@DZoneInc">
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<meta name="twitter:image" content="https://dz2cdn1.dzone.com/storage/article-thumb/18801880-thumb.jpg">
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<meta name="twitter:card" content="summary_large_image">
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<meta name="twitter:description" content="A wake‑up call for QA to upskill for platform engineering and SRE, including cloud‑native practices, automation mastery, and system reliability at scale.">
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<meta name="twitter:title" content="Rethinking QA: From DevOps to Platform Engineering and SRE">
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<meta name="referrer" content="origin-when-cross-origin">
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<meta name="google-site-verification" content="kndbhxcupfEqWmZclhCpB6vlgOs7QSmx2UHAGGnP2mA">
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<meta name="df-verify" content="df0d76632b4543">
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<link rel="icon" type="image/x-icon" href="https://dz2cdn1.dzone.com/themes/dz20/images/favicon.png">
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<link rel="image_src" href="https://dz2cdn1.dzone.com/storage/article-thumb/18801880-thumb.jpg">
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<link rel="canonical" href="https://dzone.com/articles/rethinking-qa-from-devops-to-platform-engineering">
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<title>Rethinking QA: From DevOps to Platform Engineering and SRE</title>
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<link rel="preload" href="https://dz2cdn1.dzone.com/themes/dz20/font/fontello.woff?11773374" as="font" type="font/woff" crossorigin="anonymous">
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<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/icons.css">
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<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/lib/static/bootstrap/bootstrap.min.css">
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<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/article/global.css">
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<link rel="stylesheet" media="all" href="https://dz2cdn1.dzone.com/themes/dz20/ftl/header-updated/styles.css">
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<style>
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:root {
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--xs-size: 2px;
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--sm-size: 5px;
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--md-size: 10px;
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--lg-size: 15px;
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--xl-size: 25px;
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--sm-border-size: 8px;
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--sm-font-size: 13px;
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--sm-plus-font-size: 16px;
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--md-font-size: 18px;
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--lg-font-size: 22px;
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--xl-font-size: 26px;
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}
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/* Display Quick-Access Classes */
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.display-none { display: none; }
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.display-block { display: block; }
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.display-inline { display: inline; }
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.display-inline-block { display: inline-block; }
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/* Margin Quick-Access Classes */
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.m-xs { margin: var(--xs-size); }
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.m-sm { margin: var(--sm-size); }
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.m-md { margin: var(--md-size); }
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.m-lg { margin: var(--lg-size); }
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.m-xl { margin: var(--xl-size); }
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.mt-xs, .my-xs { margin-top: var(--xs-size); }
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.mr-xs, .mx-xs { margin-right: var(--xs-size); }
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.mb-xs, .my-xs { margin-bottom: var(--xs-size); }
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.ml-xs, .mx-xs { margin-left: var(--xs-size); }
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.mt-sm, .my-sm { margin-top: var(--sm-size); }
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.mr-sm, .mx-sm { margin-right: var(--sm-size); }
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.mb-sm, .my-sm { margin-bottom: var(--sm-size); }
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.ml-sm, .mx-sm { margin-left: var(--sm-size); }
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.mt-md, .my-md { margin-top: var(--md-size); }
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.mr-md, .mx-md { margin-right: var(--md-size); }
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.mb-md, .my-md { margin-bottom: var(--md-size); }
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.ml-md, .mx-md { margin-left: var(--md-size); }
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.mt-lg, .my-lg { margin-top: var(--lg-size); }
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.mr-lg, .mx-lg { margin-right: var(--lg-size); }
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.mb-lg, .my-lg { margin-bottom: var(--lg-size); }
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.ml-lg, .mx-lg { margin-left: var(--lg-size); }
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.mt-xl, .my-xl { margin-top: var(--xl-size); }
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.mr-xl, .mx-xl { margin-right: var(--xl-size); }
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.mb-xl, .my-xl { margin-bottom: var(--xl-size); }
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.ml-xl, .mx-xl { margin-left: var(--xl-size); }
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.ml-auto, .mx-auto { margin-left: auto; }
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.mr-auto, .mx-auto { margin-right: auto; }
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.mt-auto, .my-auto { margin-top: auto; }
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.mb-auto, .my-auto { margin-bottom: auto; }
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||
.my-none, .mt-none { margin-top: 0 !important; }
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||
.mx-none, .mr-none { margin-right: 0 !important; }
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||
.my-none, .mb-none { margin-bottom: 0 !important; }
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||
.mx-none, .ml-none { margin-left: 0 !important; }
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/* Padding Quick-Access Classes */
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.p-xs { padding: var(--xs-size); }
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.p-sm { padding: var(--sm-size); }
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.p-md { padding: var(--md-size); }
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.p-lg { padding: var(--lg-size); }
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.p-xl { padding: var(--xl-size); }
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.pt-xs, .py-xs { padding-top: var(--xs-size); }
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.pr-xs, .px-xs { padding-right: var(--xs-size); }
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.pb-xs, .py-xs { padding-bottom: var(--xs-size); }
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.pl-xs, .px-xs { padding-left: var(--xs-size); }
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.pt-sm, .py-sm { padding-top: var(--sm-size); }
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.pr-sm, .px-sm { padding-right: var(--sm-size); }
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.pb-sm, .py-sm { padding-bottom: var(--sm-size); }
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.pl-sm, .px-sm { padding-left: var(--sm-size); }
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.pt-md, .py-md { padding-top: var(--md-size); }
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.pr-md, .px-md { padding-right: var(--md-size); }
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.pb-md, .py-md { padding-bottom: var(--md-size); }
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.pl-md, .px-md { padding-left: var(--md-size); }
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.pt-lg, .py-lg { padding-top: var(--lg-size); }
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.pr-lg, .px-lg { padding-right: var(--lg-size); }
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.pb-lg, .py-lg { padding-bottom: var(--lg-size); }
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.pl-lg, .px-lg { padding-left: var(--lg-size); }
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||
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.pt-xl, .py-xl { padding-top: var(--xl-size); }
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.pr-xl, .px-xl { padding-right: var(--xl-size); }
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.pb-xl, .py-xl { padding-bottom: var(--xl-size); }
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.pl-xl, .px-xl { padding-left: var(--xl-size); }
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||
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||
.py-none, .pt-none { padding-top: 0 !important; }
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||
.px-none, .pr-none { padding-right: 0 !important; }
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||
.py-none, .pb-none { padding-bottom: 0 !important; }
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||
.px-none, .pl-none { padding-left: 0 !important; }
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||
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||
/* Flex Quick-Access Classes */
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||
.flex {
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||
display: flex;
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}
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.flex-column {
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display: flex;
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flex-direction: column;
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||
}
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||
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||
.flex-column-reverse {
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||
display: flex;
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||
flex-direction: column-reverse;
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||
}
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||
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.flex-row {
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display: flex;
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flex-direction: row;
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||
}
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||
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.flex-row-reverse {
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display: flex;
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flex-direction: row-reverse;
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}
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.flex-wrap {
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flex-wrap: wrap;
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}
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.flex-grow {
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flex-grow: 1;
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}
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.align-center { align-items: center; }
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.align-end { align-items: flex-end; }
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.content-center {
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align-content: center;
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}
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.justify-center { justify-content: center; }
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||
.justify-start { justify-content: flex-start; }
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.justify-end { justify-content: flex-end; }
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.justify-around { justify-content: space-around; }
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.justify-between { justify-content: space-between; }
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||
.justify-evenly { justify-content: space-evenly; }
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||
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.gap-sm { gap: var(--sm-size); }
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||
.gap-md { gap: var(--md-size); }
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||
.gap-lg { gap: var(--lg-size); }
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||
.gap-xl { gap: var(--xl-size); }
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||
|
||
/* Display Quick-Access Classes */
|
||
.inline-block { display: inline-block; }
|
||
|
||
/* Font Quick-Access Classes */
|
||
.font-xl { font-size: var(--xl-font-size); }
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||
.font-lg { font-size: var(--lg-font-size); }
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||
.font-md { font-size: var(--md-font-size); }
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||
.font-sm-plus { font-size: var(--sm-plus-font-size); }
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||
.font-sm { font-size: var(--sm-font-size); }
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||
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||
.font-strike { text-decoration: line-through; }
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||
.font-underline { text-decoration: underline; }
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||
.font-overline { text-decoration: overline; }
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||
|
||
.font-italic { font-style: italic; }
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||
.font-bold { font-weight: bold; }
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||
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||
.font-black { color: #000000; }
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||
.font-white { color: #ffffff; }
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||
.font-gray { color: var(--brand-gray-text); }
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||
.font-danger { color: var(--header-dropdown-button-bg-danger); }
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||
.font-center { text-align: center; }
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||
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||
.no-wrap { white-space: nowrap; }
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||
|
||
/* Consistent headings between h and non-h tags */
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||
.heading {
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||
margin-top: 0;
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||
margin-bottom: var(--md-size);
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||
}
|
||
|
||
.heading.font-xl { line-height: var(--xl-font-size); }
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||
.heading.font-lg { line-height: var(--lg-font-size); }
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||
.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,
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||
.line-clamp-2,
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||
.line-clamp-3,
|
||
.line-clamp-4,
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||
.line-clamp-5 {
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||
display: -webkit-box;
|
||
-webkit-line-clamp: 4;
|
||
-webkit-box-orient: vertical;
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||
overflow: hidden;
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||
text-overflow: ellipsis;
|
||
}
|
||
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||
.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;
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this.users.splice(0);
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||
this.additional = true;
|
||
this.loading = false;
|
||
this.initializing = false;
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this.enqueued = null;
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this.dequeued = null;
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},
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|
||
enqueue(user) {
|
||
this.dequeued = null;
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||
this.enqueued = user;
|
||
},
|
||
|
||
dequeue(user) {
|
||
this.enqueued = null;
|
||
this.dequeued = user;
|
||
},
|
||
|
||
add(user) {
|
||
this.users.push(user);
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this.enqueued = null;
|
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},
|
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|
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remove(user) {
|
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const index = this.users.findIndex(u => u.id === user.id);
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|
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if (index !== -1) {
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this.users.splice(index, 1);
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}
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this.dequeued = null;
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},
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contains(user) {
|
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return this.users.filter(u => u.id === user.id).length;
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}
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}
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});
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Alpine.effect(() => {
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const store = Alpine.store('article');
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if (!store.engagement.additional && store.engagement.enqueued) {
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if (!store.engagement.contains(store.engagement.enqueued)) {
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store.engagement.add(store.engagement.enqueued);
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});
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Alpine.effect(() => {
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const store = Alpine.store('article');
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if (store.engagement.page && store.engagement.dequeued) {
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store.engagement.remove(store.engagement.dequeued);
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}
|
||
})
|
||
});
|
||
</script></head>
|
||
<body x-data>
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<div class="skybox skybox-closeBtn dz_skybox" data-gpt-slot="skybox" id="div-gpt-ad-1435246566686-99"></div>
|
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<header id="ftl-header">
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||
<div class="header-top">
|
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<div class="header-container">
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||
<div class="pull-left logo-container">
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<div class="logo">
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<a class="inner" href="/">
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<picture>
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<source srcset="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.webp" type="image/webp">
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<source srcset="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.png" type="image/png">
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<img src="https://dz2cdn1.dzone.com/themes/dz20/images/dz_logo_2021_cropped.png" width="181" height="56" alt="DZone">
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</picture>
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</a>
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</div>
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<div class="pull-right login-and-search">
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<div id="authenticated-block" class="logged-in">
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<div class="welcome-back">Thanks for visiting DZone today,</div>
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<div id="user-header" class="user-info">
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<button class="user-avatar">
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<span id="header-username" class="username"></span>
|
||
<img id="header-avatar" src="" alt="user avatar">
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||
</button>
|
||
<div id="user-dropdown" class="browse-user-menu">
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||
<div class="user-content">
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||
<a id="header-user-plug" href="#" class="user-description"></a>
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||
<a id="header-user-edit" href="#" class="edit-profile">Edit Profile</a>
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</div>
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<ul class="user-actions">
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<li id="first-user-action">
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<a id="header-dropdown-manage-email" href="#">Manage Email Subscriptions</a>
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</li>
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<li>
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<a href="/articles/how-to-submit-a-post-to-dzone?utm_source=DZone&utm_medium=user_dropdown&utm_campaign=how_to_post">
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</a>
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</li>
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<a href="/articles/dzones-article-submission-guidelines">
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Article Submission Guidelines
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</a>
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</ul>
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<div class="bottom">
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<a href="/users/logout.html" class="sign-out">Sign Out</a>
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<a id="dropdown-view-profile" href="#" class="view-profile">View Profile</a>
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</div>
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</div>
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</div>
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<div class="post-content">
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<button id="post-button" class="post-content--button">
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<span class="post-class">Post</span>
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<i class="icon-plus"></i>
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</button>
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<div id="post-menu" class="posting-links">
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<div class="posting-links-menu">
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<ul>
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<li>
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<img src="https://dz2cdn1.dzone.com/themes/dz20/images/dz-postarticle.svg" width="15" height="18" style="width: 15px; height: 18px;">
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<a href="/content/article/post.html">Post an Article</a>
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</li>
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<li>
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<a id="drafts-link" href="#">Manage My Drafts</a>
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</li>
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</ul>
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</div>
|
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</div>
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</div>
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</div>
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<div id="unauthenticated-block">
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<div class="dz-intro">Over 2 million developers have joined DZone.</div>
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<a href="/users/login.html">Log In</a>
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<span class="dz-intro-span">/</span>
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<a href="/static/registration.html">Join</a>
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</div>
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<a class="join-icon" href="/users/login.html" aria-label="User">
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<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">
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<path d="M19 21v-2a4 4 0 0 0-4-4H9a4 4 0 0 0-4 4v2"></path>
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<circle cx="12" cy="7" r="4"></circle>
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</svg>
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</a>
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</div>
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<script>
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document.addEventListener('alpine:init', () => {
|
||
Alpine.data('searchDrawer', () => ({
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||
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);
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||
},
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||
|
||
searchSite() {
|
||
if (this.minCharsMet) {
|
||
window.location = '/search';
|
||
}
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||
}
|
||
}));
|
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});
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</script>
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<div class="headerSearch" x-data="searchDrawer()" x-cloak>
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<button class="btn-search dropdown-toggle" x-on:click="toggleVisibility()" aria-label="Search">
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<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">
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<path d="m21 21-4.34-4.34"></path>
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||
<circle cx="11" cy="11" r="8"></circle>
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||
</svg>
|
||
</button>
|
||
<template x-teleport=".header-container">
|
||
<div id="search-drawer" x-show="open" x-on:click.outside="open = false" x-transition>
|
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<div class="search-input">
|
||
<input type="text"
|
||
placeholder="Search"
|
||
autofocus="autofocus"
|
||
x-model="query"
|
||
x-ref="query"
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||
x-on:input.change="updateSearchValue()"
|
||
x-on:keyup.enter="searchSite()"
|
||
>
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||
<button x-on:click="searchSite()" x-bind:disabled="!minCharsMet">
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||
<span>Search</span>
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</button>
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</div>
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<div class="search-footer">
|
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Please enter at least three characters to search
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</div>
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</div>
|
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</template>
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</div>
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</div>
|
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</div> </div>
|
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<div class="header-bottom">
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<div class="header-bottom-container">
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<a class="resource-link" href="/refcardz">Refcards</a>
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<a class="resource-link" href="/trendreports">Trend Reports</a>
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<div class="resource-link link-menu">
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<a href="/events">Events</a>
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<a href="/events/video-library">Video Library</a>
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</div>
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</div>
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</div>
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<nav class="header-menu-bar">
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<div class="header-menu resource-category">
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<a href="/refcardz">Refcards</a>
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</div>
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<div class="header-menu-separator resource-category-separator"></div>
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<div class="header-menu resource-category">
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<a href="/trendreports">Trend Reports</a>
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</div>
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<div class="header-menu-separator resource-category-separator"></div>
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<div class="header-menu resource-category no-bottom-radius" data-click-activation>
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<p class="menu-label">Events</p>
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<div class="header-menu-items">
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<div class="header-menu-columns">
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<a class="header-menu-item" href="/events">View Events</a>
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<a class="header-menu-item" href="/events/video-library">Video Library</a>
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</div>
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</div>
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</div>
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<div class="header-menu zone-menu" data-click-activation>
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<p class="menu-label">Zones <i class="icon-down-dir icon-closed"></i><i class="icon-right-dir icon-open"></i></p>
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<div class="header-menu-items">
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<div class="header-menu-columns">
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<div class="header-menu-column-item">
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<a class="header-menu-item" href="/culture-and-methodologies">Culture and Methodologies</a>
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<a class="header-menu-item" href="/agile">Agile</a>
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<a class="header-menu-item" href="/career-development">Career Development</a>
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<a class="header-menu-item" href="/methodologies">Methodologies</a>
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<a class="header-menu-item" href="/team-management">Team Management</a>
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</div>
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<div class="header-menu-column-item">
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<a class="header-menu-item" href="/data-engineering">Data Engineering</a>
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<a class="header-menu-item" href="/ai-ml">AI/ML</a>
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<a class="header-menu-item" href="/big-data">Big Data</a>
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<a class="header-menu-item" href="/data">Data</a>
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<a class="header-menu-item" href="/databases">Databases</a>
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<a class="header-menu-item" href="/iot">IoT</a>
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</div>
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<div class="header-menu-column-item">
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<a class="header-menu-item" href="/software-design-and-architecture">Software Design and Architecture</a>
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<a class="header-menu-item" href="/cloud-architecture">Cloud Architecture</a>
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<a class="header-menu-item" href="/containers">Containers</a>
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<a class="header-menu-item" href="/integration">Integration</a>
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<a class="header-menu-item" href="/microservices">Microservices</a>
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<a class="header-menu-item" href="/performance">Performance</a>
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<a class="header-menu-item" href="/security">Security</a>
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</div>
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<div class="header-menu-column-item">
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<a class="header-menu-item" href="/coding">Coding</a>
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<a class="header-menu-item" href="/frameworks">Frameworks</a>
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<a class="header-menu-item" href="/java">Java</a>
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<a class="header-menu-item" href="/languages">Languages</a>
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<a class="header-menu-item" href="/tools">Tools</a>
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</div>
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<div class="header-menu-column-item">
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<a class="header-menu-item" href="/testing-deployment-and-maintenance">Testing, Deployment, and Maintenance</a>
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<a class="header-menu-item" href="/deployment">Deployment</a>
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<a class="header-menu-item" href="/devops-and-cicd">DevOps and CI/CD</a>
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<a class="header-menu-item" href="/maintenance">Maintenance</a>
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<a class="header-menu-item" href="/monitoring-and-observability">Monitoring and Observability</a>
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<a class="header-menu-item" href="/testing-tools-and-frameworks">Testing, Tools, and Frameworks</a>
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</div>
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<div class="header-menu-column-item sponsored">
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<a class="header-menu-item" href="javascript:void(0)">Partner Zones</a>
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<a class="header-menu-item" href="/hubs/build-ai-agents-that-are-ready-for-production/">Build AI Agents That Are Ready for Production</a>
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</div>
|
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</div>
|
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</div>
|
||
</div>
|
||
<div class="header-menu parent-category" tabindex="1">
|
||
<a href="/culture-and-methodologies">Culture and Methodologies</a>
|
||
<div class="header-menu-items">
|
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<a class="header-menu-item" href="/agile">Agile</a>
|
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<a class="header-menu-item" href="/career-development">Career Development</a>
|
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<a class="header-menu-item" href="/methodologies">Methodologies</a>
|
||
<a class="header-menu-item" href="/team-management">Team Management</a>
|
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</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>
|
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<a class="header-menu-item" href="/javascript">JavaScript</a>
|
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<a class="header-menu-item" href="/languages">Languages</a>
|
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<a class="header-menu-item" href="/tools">Tools</a>
|
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</div>
|
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</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: '-3899268733451760927'
|
||
}; // 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&utm_medium=DzoneWeb&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/rise-of-platform-engineering-how-internal-dev-platforms" class="related-link">The Rise of Platform Engineering: How Internal Developer Platforms Are Replacing Traditional DevOps</a>
|
||
</li>
|
||
<li class="item">
|
||
<a href="/articles/maturing-an-organization-from-devops-to-platform" class="related-link">Maturing an Engineering Organization From DevOps to Platform Team</a>
|
||
</li>
|
||
<li class="item">
|
||
<a href="/articles/alert-fatigue-sre" class="related-link">Alert Fatigue as a System Design Problem: Engineering On-Call Reliability in Modern SRE Teams</a>
|
||
</li>
|
||
<li class="item">
|
||
<a href="/articles/agent-sprawl-production" class="related-link">Agent Sprawl Is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026</a>
|
||
</li>
|
||
</ul>
|
||
</div>
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"articleBody": "The Wake-Up Call The software development landscape is undergoing a significant transformation, challenging traditional roles and requiring new skills. While DevOps has been a key element for over a decade — promoting collaboration and continuous delivery — the specific role of a \"DevOps engineer\" is changing. Recent market analyses indicate a shift: while some reports suggest a stabilization or slight decrease in dedicated DevOps job postings, platform engineering and site reliability engineering (SRE) roles are experiencing a rise. This change does not mean the end of DevOps principles, but rather their deeper integration into specialized functions. This article argues that the core principles of DevOps are being integrated into new, vital roles, necessitating a significant adjustment for Quality Assurance (QA) professionals. Failing to adapt risks QA teams becoming bottlenecks in modern engineering workflows. On the other hand, embracing this change provides QA with a unique chance to expand its influence and become an essential quality facilitator. We will examine the factors driving this change, the emerging roles that are taking on DevOps responsibilities, and their immediate impact on the QA function. We will specify the key skills QA professionals need to develop to succeed in the post-DevOps era and provide practical steps for strategic upskilling. The goal is to provide QA teams with a clear roadmap to navigate this critical period, ensuring their ongoing relevance and strategic importance in the rapidly evolving tech industry. The Shift: Why DevOps Roles Are Declining The discussion about the \"DevOps Engineer\" role often misreads market trends. Although the term may be less common in job titles, the core DevOps philosophy — focusing on automation, teamwork, and continuous delivery — is more widespread than ever. This shift is driven by the maturation of organizational practices and the growing specialization of engineering roles. Recent data emphasize this shift. A 2025 report by the Burning Glass Institute, for example, noted an 18% annual increase in job postings for \"DevOps engineers\" since 2020. Meanwhile, other analyses highlight a rise in demand for roles such as platform engineer and site reliability engineer (SRE). This indicates a reclassification rather than a decline in demand for DevOps skills. The global DevOps market is expected to grow from $13.16 billion in 2024 to about $15.06 billion in 2025, with a strong 20.1% CAGR, showing the ongoing economic significance of these practices. This operationalization of DevOps principles has led to their absorption into specialized roles: Platform engineers: These professionals are increasingly responsible for building and maintaining internal developer platforms, abstracting infrastructure complexity, and enabling self-service for development teams. Their focus includes CI/CD pipelines, Kubernetes orchestration, and Infrastructure as Code (IaC). The platform engineering community has experienced rapid growth, marked by significant increases in engagement and adoption, highlighting its vital role in modern software delivery.Site reliability engineers (SREs): SREs apply software engineering principles to operations, emphasizing system reliability, scalability, and performance. They oversee observability (logging, monitoring, tracing), incident response, and establish service level objectives (SLOs) and service level indicators (SLIs). The SRE job market remains strong, with average annual pay ranging from $120,000 to $180,000 in 2024, reflecting high demand for these specialized skills.Cloud/Infrastructure engineers: These engineers specialize in managing and optimizing cloud environments (AWS, Azure, GCP), provisioning resources, implementing security, and ensuring scalability. They leverage Kubernetes, serverless functions, and IaC tools to automate infrastructure management. This evolution reflects a natural progression in which the broad scope of DevOps is refined into interconnected, specialized disciplines. Understanding this landscape is essential for QA professionals to determine where their skills can have the most significant impact and growth. How This Impacts QA The evolving landscape of DevOps, platform engineering, and SRE significantly transforms the Quality Assurance function, presenting both challenges and opportunities. 1. The Good News: QA’s Influence Expands DevOps principles, including automation and continuous delivery, are now widespread across engineering. This allows QA to incorporate quality earlier in the development process. For example, QA teams can work with platform engineering to implement automated testing gates within CI/CD pipelines, ensuring thorough testing of functionality, performance, and security before deployment. This proactive integration of unit, integration, and end-to-end tests into the pipeline helps prevent downstream defects, significantly reducing bug-fixing costs and accelerating release cycles. As a result, QA shifts from being a reactive gatekeeper to a proactive enabler, promoting a culture of shared quality responsibility. 2. The Bad News: Traditional QA Roles Are at Risk The rapid pace of modern engineering environments, characterized by cloud-native applications and continuous delivery, makes manual-testing-heavy or siloed QA roles increasingly vulnerable. The agility required means that slow, manual processes are becoming outdated. Additionally, the complexity of cloud infrastructure and microservices demands a deeper technical understanding from QA. Companies now expect QA professionals to expand their expertise into infrastructure testing, including verifying Infrastructure as Code (IaC) scripts for misconfigurations and security issues. A QA team lacking these skills risks being marginalized. 3. The Opportunity: QA as Quality Advocates This shift provides QA professionals with a unique opportunity to transform their role from “test executors” to “quality enablers” and “quality advocates.” This includes coaching developers on building testable, reliable, and observable systems, as well as promoting test automation frameworks and test-driven development (TDD). QA can also play a vital role in establishing and monitoring SLOs and SLIs alongside SRE and development teams. Using observability tools (e.g., Prometheus, Grafana), QA can link test failures to system behavior, delivering actionable insights to enhance reliability. Additionally, QA can spearhead shift-left security testing (DevSecOps) by integrating security into the design phase. This expanded role positions QA as a strategic partner in delivering high-quality, resilient software. Skills QA Needs to Survive and Thrive To remain relevant and influential, QA professionals must proactively acquire new technical and soft skills, transforming into strategic quality engineers. 1. Mandatory Upskilling Areas The technical demands on QA are expanding significantly: Cloud & Kubernetes: As applications increasingly run in scalable, ephemeral cloud environments, QA must understand how these environments affect application behavior. This includes testing cloud-native applications, microservices, and serverless functions. Proficiency in containerization and orchestration is essential for effective testing in these complex, distributed systems.Infrastructure as Code (IaC) Testing: With infrastructure defined as code (e.g., Terraform, Ansible), QA must verify IaC scripts for correctness, security misconfigurations, and compliance. Integrating automated IaC checks into CI/CD pipelines is crucial to identifying infrastructure-related issues early.Observability & SRE Basics: Beyond traditional monitoring, observability emphasizes understanding internal system states through logs, metrics, and traces. QA professionals must be proficient with tools such as Prometheus, Grafana, and OpenTelemetry to correlate test failures with system health and diagnose issues in distributed systems. Grasping SRE concepts, such as SLOs and SLIs, allows QA to help define and ensure reliability targets.Chaos Engineering: This discipline intentionally injects failures to test system resilience. QA can leverage chaos engineering to proactively test application behavior under adverse conditions, such as network latency or resource exhaustion, validating graceful recovery and service-level maintenance. 2. Soft Skills & Collaboration Beyond technical skills, modern QA professionals must excel in collaboration and advocacy: Work Closely with platform/SRE teams: Participating in their meetings and understanding their roadmaps promotes shared understanding and allows QA to influence pipeline design and reliability strategies, ensuring quality considerations are incorporated from the beginning.Advocate for shift-left security testing (DevSecOps): QA is uniquely positioned to incorporate security testing earlier in the development process. This includes integrating static and dynamic application security testing (SAST, DAST) and software composition analysis (SCA) into CI/CD pipelines, encouraging security best practices among development teams, and building more secure applications from the ground up. These skills enable QA to move from reactive testing to proactive quality engineering and advocacy, which is crucial for success in the post-DevOps era. Case Study / Real-World Example Real-world applications highlight the need for QA evolution. For example, a large e-commerce company, despite having separate DevOps and QA teams, experienced ongoing deployment failures. By integrating key QA staff into their platform engineering team, they implemented automated quality checks for infrastructure provisioning and code quality directly into CI/CD pipelines. This strategic approach resulted in a 40% decrease in deployment failures within six months. Similarly, another technology company, troubled by serious misconfigurations in cloud setups, empowered its QA team to lead Infrastructure as Code (IaC) validation. By using automated IaC scanning tools and custom policy enforcement within CI/CD pipelines, the QA team identified over 90% of critical misconfigurations before deployment. This proactive method prevented numerous security breaches and service disruptions, emphasizing QA’s vital role in maintaining infrastructure integrity. These cases demonstrate how QA, by broadening its scope to encompass the entire software delivery ecosystem — from code to infrastructure — can significantly enhance reliability and efficiency, evolving from a traditional testing role into a strategic partner in operational excellence. How to Start Adapting (Actionable Steps) For QA teams and individual professionals, adapting to this evolving landscape requires a strategic and phased approach: Audit your team’s skills: Perform a thorough assessment of current QA capabilities, identifying gaps in cloud platforms, containerization, IaC tools, observability platforms, and SRE principles. This audit provides a clear basis for targeted upskilling.Partner with platform/SRE teams: Actively collaborate with platform engineering and SRE teams on shared goals. Join their meetings, learn their roadmaps, and provide QA expertise to build more reliable, testable platforms. This collaboration promotes shared responsibility for quality.Pilot a new practice: Begin small by testing a new practice or technology within a specific project. For example, include Kubernetes failure testing in a microservice’s test suite. This approach offers hands-on experience, controlled learning, and proof of value before expanding.Upskill strategically: Based on skill audits and collaboration insights, focus on high-impact areas for upskilling. Provide dedicated training, allocate time for learning, and encourage certifications to build deep expertise in key domains. By systematically implementing these steps, QA teams can proactively evolve, demonstrate new value, and secure their indispensable role in the future of software delivery. My Final Thought The software engineering landscape is rapidly evolving, with the traditional \"DevOps Engineer\" role transitioning into more specialized areas such as platform engineering and SRE. This shift — driven by the maturation of DevOps principles and the demands of cloud-native environments — requires Quality Assurance professionals to adapt proactively. Although the global DevOps market is expected to continue growing steadily, reaching $15.06 billion by 2025, the roles within this ecosystem are transforming. QA teams that fail to embrace this change risk becoming bottlenecks. Relying solely on manual testing or ignoring cloud-native architectures, IaC, and SRE practices will render QA irrelevant. The future demands that QA professionals be more than testers — they must become quality engineers, reliability advocates, and strategic partners in building resilient systems. This is a pivotal moment for QA. The message is clear: proactively develop new skills. Whether mastering Kubernetes testing, understanding IaC validation, or leveraging observability tools, each step strengthens QA’s relevance and value. By shifting from reactive gatekeepers to proactive quality enablers, QA teams can secure their vital role in the post-DevOps era.",
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<p>A wake‑up call for QA to upskill for platform engineering and SRE, including cloud‑native practices, automation mastery, and system reliability at scale.</p>
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<div class="content-html"><h2>The Wake-Up Call</h2>
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<p data-end="887" data-start="242">The software development landscape is undergoing a significant transformation, challenging traditional roles and requiring new skills. While DevOps has been a key element for over a decade — promoting collaboration and continuous delivery — the specific role of a "DevOps engineer" is changing. Recent market analyses indicate a shift: while some reports suggest a stabilization or slight decrease in dedicated DevOps job postings, platform engineering and <a href="https://dzone.com/articles/site-reliability-and-engineering">site reliability engineering (SRE) roles</a> are experiencing a rise. This change does not mean the end of DevOps principles, but rather their deeper integration into specialized functions.</p>
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<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 728px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="116.7 kB" data-mimetype="image/png" data-creationdate="1761286941221" data-creationdateformatted="10/24/2025 06:22 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710768-wake-up-call.png" data-modificationdate="null" data-size="116717" data-name="wake-up-call.png" data-id="18710768" data-src="https://dz2cdn1.dzone.com/storage/temp/18710768-wake-up-call.png" alt="Role Emphasis Comparison"></p>
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<p data-end="1297" data-start="889">This article argues that the core principles of DevOps are being integrated into new, vital roles, necessitating a significant adjustment for <a href="https://dzone.com/articles/Scaling-QA-Processes-for-Enterprise-App-Development">Quality Assurance (QA)</a> professionals. Failing to adapt risks QA teams becoming bottlenecks in modern engineering workflows. On the other hand, embracing this change provides QA with a unique chance to expand its influence and become an essential quality facilitator.</p>
|
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<p data-end="1793" data-start="1299">We will examine the factors driving this change, the emerging roles that are taking on DevOps responsibilities, and their immediate impact on the QA function. We will specify the key skills QA professionals need to develop to succeed in the post-DevOps era and provide practical steps for strategic upskilling. The goal is to provide QA teams with a clear roadmap to navigate this critical period, ensuring their ongoing relevance and strategic importance in the rapidly evolving tech industry.</p>
|
||
<h2 data-end="1848" data-start="1800">The Shift: Why DevOps Roles Are Declining</h2>
|
||
<p data-end="2214" data-start="1850">The discussion about the "DevOps Engineer" role often misreads market trends. Although the term may be less common in job titles, the core DevOps philosophy — focusing on automation, teamwork, and continuous delivery — is more widespread than ever. This shift is driven by the maturation of organizational practices and the growing specialization of engineering roles.</p>
|
||
<p data-end="2606" data-start="2216">Recent data emphasize this shift. A 2025 report by the Burning Glass Institute, for example, noted an 18% annual increase in job postings for "DevOps engineers" since 2020. Meanwhile, other analyses highlight a rise in demand for roles such as platform engineer and site reliability engineer (SRE). This indicates a reclassification rather than a decline in demand for DevOps skills.</p>
|
||
<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 758px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="92.1 kB" data-mimetype="image/png" data-creationdate="1761286898997" data-creationdateformatted="10/24/2025 06:21 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710767-untitled-diagram-2025-10-24-055118.png" data-modificationdate="null" data-size="92094" data-name="untitled-diagram-2025-10-24-055118.png" data-id="18710767" data-src="https://dz2cdn1.dzone.com/storage/temp/18710767-untitled-diagram-2025-10-24-055118.png" alt="DevOps Principles"></p>
|
||
<p data-end="2805" data-start="2608"><br></p>
|
||
<p data-end="2805" data-start="2608">The global DevOps market is expected to grow from $13.16 billion in 2024 to about $15.06 billion in 2025, with a strong 20.1% CAGR, showing the ongoing economic significance of these practices.</p>
|
||
<p data-end="2903" data-start="2807">This operationalization of DevOps principles has led to their absorption into specialized roles:</p>
|
||
<ul>
|
||
<li><strong data-end="2930" data-start="2907">Platform engineers:</strong> These professionals are increasingly responsible for building and maintaining internal developer platforms, abstracting infrastructure complexity, and enabling self-service for development teams. Their focus includes CI/CD pipelines, Kubernetes orchestration, and <a href="https://dzone.com/articles/what-is-infrastructure-as-code">Infrastructure as Code (IaC)</a>. The platform engineering community has experienced rapid growth, marked by significant increases in engagement and adoption, highlighting its vital role in modern software delivery.</li>
|
||
<li><strong data-end="3456" data-start="3418">Site reliability engineers (SREs):</strong> SREs apply software engineering principles to operations, emphasizing system reliability, scalability, and performance. They oversee observability (logging, monitoring, tracing), incident response, and establish service level objectives (SLOs) and service level indicators (SLIs). The SRE job market remains strong, with average annual pay ranging from $120,000 to $180,000 in 2024, reflecting high demand for these specialized skills.</li>
|
||
<li><strong data-end="3939" data-start="3904">Cloud/Infrastructure engineers:</strong> These engineers specialize in managing and optimizing cloud environments (AWS, Azure, GCP), provisioning resources, implementing security, and ensuring scalability. They leverage Kubernetes, serverless functions, and IaC tools to automate infrastructure management.</li>
|
||
</ul>
|
||
<p data-end="4493" data-start="4212">This evolution reflects a natural progression in which the broad scope of DevOps is refined into interconnected, specialized disciplines. Understanding this landscape is essential for QA professionals to determine where their skills can have the most significant impact and growth.</p>
|
||
<h2 data-end="4526" data-start="4500">How This Impacts QA</h2>
|
||
<p data-end="4694" data-start="4528">The evolving landscape of DevOps, platform engineering, and SRE significantly transforms the Quality Assurance function, presenting both challenges and opportunities.</p>
|
||
<h3 data-end="4741" data-start="4696">1. The Good News: QA’s Influence Expands</h3>
|
||
<p data-end="5127" data-start="4743">DevOps principles, including automation and continuous delivery, are now widespread across engineering. This allows QA to incorporate quality earlier in the development process. For example, QA teams can work with platform engineering to implement automated testing gates within CI/CD pipelines, ensuring thorough testing of functionality, performance, and security before deployment.</p>
|
||
<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 695px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="97.6 kB" data-mimetype="image/png" data-creationdate="1761286994337" data-creationdateformatted="10/24/2025 06:23 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710771-untitled-diagram-2025-10-24-055650.png" data-modificationdate="null" data-size="97643" data-name="untitled-diagram-2025-10-24-055650.png" data-id="18710771" data-src="https://dz2cdn1.dzone.com/storage/temp/18710771-untitled-diagram-2025-10-24-055650.png" alt="QA's Influence"></p>
|
||
<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><br></p>
|
||
<p data-end="5462" data-start="5129">This proactive integration of unit, integration, and end-to-end tests into the pipeline helps prevent downstream defects, significantly reducing bug-fixing costs and accelerating release cycles. As a result, QA shifts from being a reactive gatekeeper to a proactive enabler, promoting a culture of shared quality responsibility.</p>
|
||
<h3 data-end="5518" data-start="5464">2. The Bad News: Traditional QA Roles Are at Risk</h3>
|
||
<p data-end="5709" data-start="5520">The rapid pace of modern engineering environments, characterized by <a href="https://dzone.com/articles/innovation-at-speed-how-cloud-native-development-a">cloud-native applications</a> and continuous delivery, makes manual-testing-heavy or siloed QA roles increasingly vulnerable.</p>
|
||
<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 596px; height: 435.538px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="83.5 kB" data-mimetype="image/png" data-creationdate="1761286719414" data-creationdateformatted="10/24/2025 06:18 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710766-1761286718649.png" data-modificationdate="null" data-size="83544" data-name="1761286718649.png" data-id="18710766" data-src="https://dz2cdn1.dzone.com/storage/temp/18710766-1761286718649.png" alt="Traditional QA Risk"></p>
|
||
<p style="margin-top:9.0pt;margin-right:0in;margin-bottom:9.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><br></p>
|
||
<p data-end="6164" data-start="5711">The agility required means that slow, manual processes are becoming outdated. Additionally, the complexity of cloud infrastructure and microservices demands a deeper technical understanding from QA. Companies now expect QA professionals to expand their expertise into infrastructure testing, including verifying Infrastructure as Code (IaC) scripts for misconfigurations and security issues. A QA team lacking these skills risks being marginalized.</p>
|
||
<h3 data-end="6214" data-start="6166">3. The Opportunity: QA as Quality Advocates</h3>
|
||
<p data-end="6544" data-start="6216">This shift provides QA professionals with a unique opportunity to transform their role from “test executors” to “quality enablers” and “quality advocates.” This includes coaching developers on building testable, reliable, and observable systems, as well as promoting test automation frameworks and test-driven development (TDD).</p>
|
||
<p data-end="7093" data-start="6546">QA can also play a vital role in establishing and monitoring SLOs and SLIs alongside SRE and development teams. Using observability tools (e.g., Prometheus, Grafana), QA can link test failures to system behavior, delivering actionable insights to enhance reliability. Additionally, QA can spearhead shift-left security testing (DevSecOps) by integrating security into the design phase. This expanded role positions QA as a strategic partner in delivering high-quality, resilient software.</p>
|
||
<h2 data-end="7144" data-start="7100">Skills QA Needs to Survive and Thrive</h2>
|
||
<p data-end="7301" data-start="7146">To remain relevant and influential, QA professionals must proactively acquire new technical and soft skills, transforming into strategic quality engineers.</p>
|
||
<h3 data-end="7337" data-start="7303">1. Mandatory Upskilling Areas</h3>
|
||
<p data-end="7395" data-start="7339">The technical demands on QA are expanding significantly:</p>
|
||
<ul>
|
||
<li><strong data-end="7422" data-start="7399">Cloud & Kubernetes:</strong> As applications increasingly run in scalable, ephemeral cloud environments, QA must understand how these environments affect application behavior. This includes testing cloud-native applications, microservices, and serverless functions. Proficiency in containerization and orchestration is essential for effective testing in these complex, distributed systems.</li>
|
||
<li><strong data-end="7833" data-start="7792">Infrastructure as Code (IaC) Testing:</strong> With infrastructure defined as code (e.g., Terraform, Ansible), QA must verify IaC scripts for correctness, security misconfigurations, and compliance. Integrating automated IaC checks into CI/CD pipelines is crucial to identifying infrastructure-related issues early.</li>
|
||
<li><strong data-end="8142" data-start="8111">Observability & SRE Basics:</strong> Beyond traditional monitoring, observability emphasizes understanding internal system states through logs, metrics, and traces. QA professionals must be proficient with tools such as Prometheus, Grafana, and OpenTelemetry to correlate test failures with system health and diagnose issues in distributed systems. Grasping SRE concepts, such as SLOs and SLIs, allows QA to help define and ensure reliability targets.</li>
|
||
<li><strong data-end="8588" data-start="8566">Chaos Engineering:</strong> This discipline intentionally injects failures to test system resilience. QA can leverage chaos engineering to proactively test application behavior under adverse conditions, such as network latency or resource exhaustion, validating graceful recovery and service-level maintenance.</li>
|
||
</ul>
|
||
<p style="margin-top:0in;margin-right:0in;margin-bottom:10.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 740px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="98.2 kB" data-mimetype="image/png" data-creationdate="1761287074019" data-creationdateformatted="10/24/2025 06:24 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710773-untitled-diagram-2025-10-24-060304.png" data-modificationdate="null" data-size="98244" data-name="untitled-diagram-2025-10-24-060304.png" data-id="18710773" data-src="https://dz2cdn1.dzone.com/storage/temp/18710773-untitled-diagram-2025-10-24-060304.png" alt="Technical Demands"></p>
|
||
<h3 style="margin-top:10.0pt;margin-right:0in;margin-bottom:0in;margin-left:0in;font-size:16px;font-family:"Calibri",sans-serif;color:#4F81BD;"><br></h3>
|
||
<h3 data-end="8913" data-start="8878">2. Soft Skills & Collaboration</h3>
|
||
<p data-end="9005" data-start="8915">Beyond technical skills, modern QA professionals must excel in collaboration and advocacy:</p>
|
||
<ul>
|
||
<li><strong data-end="9050" data-start="9009">Work Closely with platform/SRE teams:</strong> Participating in their meetings and understanding their roadmaps promotes shared understanding and allows QA to influence pipeline design and reliability strategies, ensuring quality considerations are incorporated from the beginning.</li>
|
||
<li><strong data-end="9351" data-start="9294">Advocate for shift-left security testing (DevSecOps):</strong> QA is uniquely positioned to incorporate security testing earlier in the development process. This includes integrating static and dynamic application security testing (SAST, DAST) and software composition analysis (SCA) into CI/CD pipelines, encouraging security best practices among development teams, and building more secure applications from the ground up.</li>
|
||
</ul>
|
||
<p data-end="9718" data-start="9294">These skills enable QA to move from reactive testing to proactive quality engineering and advocacy, which is crucial for success in the post-DevOps era.</p>
|
||
<h2 data-end="9917" data-start="9879">Case Study / Real-World Example</h2>
|
||
<p data-end="10387" data-start="9919">Real-world applications highlight the need for QA evolution. For example, a large e-commerce company, despite having separate DevOps and QA teams, experienced ongoing deployment failures. By integrating key QA staff into their platform engineering team, they implemented automated quality checks for infrastructure provisioning and code quality directly into CI/CD pipelines. This strategic approach resulted in a 40% decrease in deployment failures within six months.</p>
|
||
<p data-end="10884" data-start="10389">Similarly, another technology company, troubled by serious misconfigurations in cloud setups, empowered its QA team to lead Infrastructure as Code (IaC) validation. By using automated IaC scanning tools and custom policy enforcement within CI/CD pipelines, the QA team identified over 90% of critical misconfigurations before deployment. This proactive method prevented numerous security breaches and service disruptions, emphasizing QA’s vital role in maintaining infrastructure integrity.</p>
|
||
<p data-end="11168" data-start="10886">These cases demonstrate how QA, by broadening its scope to encompass the entire software delivery ecosystem — from code to infrastructure — can significantly enhance reliability and efficiency, evolving from a traditional testing role into a strategic partner in operational excellence.</p>
|
||
<h2 data-end="11222" data-start="11175">How to Start Adapting (Actionable Steps)</h2>
|
||
<p data-end="11344" data-start="11224">For QA teams and individual professionals, adapting to this evolving landscape requires a strategic and phased approach:</p>
|
||
<ul>
|
||
<li data-end="11610" data-start="11348"><strong data-end="11377" data-start="11348">Audit your team’s skills:</strong> Perform a thorough assessment of current QA capabilities, identifying gaps in cloud platforms, containerization, IaC tools, observability platforms, and SRE principles. This audit provides a clear basis for targeted upskilling.</li>
|
||
<li data-end="11908" data-start="11614"><strong data-end="11650" data-start="11614">Partner with platform/SRE teams:</strong> Actively collaborate with platform engineering and SRE teams on shared goals. Join their meetings, learn their roadmaps, and provide QA expertise to build more reliable, testable platforms. This collaboration promotes shared responsibility for quality.</li>
|
||
<li data-end="12201" data-start="11912"><strong data-end="11937" data-start="11912">Pilot a new practice:</strong> Begin small by testing a new practice or technology within a specific project. For example, include Kubernetes failure testing in a microservice’s test suite. This approach offers hands-on experience, controlled learning, and proof of value before expanding.</li>
|
||
<li data-end="12454" data-start="12205"><strong data-end="12231" data-start="12205">Upskill strategically:</strong> Based on skill audits and collaboration insights, focus on high-impact areas for upskilling. Provide dedicated training, allocate time for learning, and encourage certifications to build deep expertise in key domains.</li>
|
||
</ul>
|
||
<p style="margin-top:0in;margin-right:0in;margin-bottom:10.0pt;margin-left:0in;font-size:16px;font-family:"Cambria",serif;"><img style="width: 763px;" class="fr-fic fr-dib lazyload" data-image="true" data-new="false" data-sizeformatted="105.8 kB" data-mimetype="image/png" data-creationdate="1761287109235" data-creationdateformatted="10/24/2025 06:25 AM" data-type="temp" data-url="https://dz2cdn1.dzone.com/storage/temp/18710774-untitled-diagram-2025-10-24-060432.png" data-modificationdate="null" data-size="105828" data-name="untitled-diagram-2025-10-24-060432.png" data-id="18710774" data-src="https://dz2cdn1.dzone.com/storage/temp/18710774-untitled-diagram-2025-10-24-060432.png" alt="Actionable Steps"></p>
|
||
<p data-end="12627" data-start="12456"><br></p>
|
||
<p data-end="12627" data-start="12456">By systematically implementing these steps, QA teams can proactively evolve, demonstrate new value, and secure their indispensable role in the future of software delivery.</p>
|
||
<h2 data-end="12657" data-start="12634">My Final Thought</h2>
|
||
<p data-end="13003" data-start="12659">The software engineering landscape is rapidly evolving, with the traditional "DevOps Engineer" role transitioning into more specialized areas such as platform engineering and SRE. This shift — driven by the maturation of DevOps principles and the demands of cloud-native environments — requires Quality Assurance professionals to adapt proactively.</p>
|
||
<p data-end="13359" data-start="13005">Although the global DevOps market is expected to continue growing steadily, reaching $15.06 billion by 2025, the roles within this ecosystem are transforming. QA teams that fail to embrace this change risk becoming bottlenecks. Relying solely on manual testing or ignoring cloud-native architectures, IaC, and SRE practices will render QA irrelevant.</p>
|
||
<p data-end="13903" data-start="13361">The future demands that QA professionals be more than testers — they must become quality engineers, reliability advocates, and strategic partners in building resilient systems. This is a pivotal moment for QA. The message is clear: proactively develop new skills. Whether mastering Kubernetes testing, understanding IaC validation, or leveraging observability tools, each step strengthens QA’s relevance and value. By shifting from reactive gatekeepers to proactive quality enablers, QA teams can secure their vital role in the post-DevOps era.</p></div>
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<span class="article-tag-pill">Site reliability engineering</span>
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<span class="article-tag-pill">platform engineering</span>
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<a href="/articles/agent-sprawl-production" class="goto-link related-link">Agent Sprawl Is Your Next Production Incident: An SRE Response to Datadog's State of AI Engineering 2026</a>
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|
||
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#5d2e282d2d322f291d3927323338733e3230" 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#f88b8d8888978a8cb89c8297969dd69b9795" rel="noreferrer noopener"><span class="__cf_email__" data-cfemail="d3a0a6a3a3bca1a793b7a9bcbdb6fdb0bcbe">[email 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 = 3602515;
|
||
const likes = 5;
|
||
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': 'DevOps and CI/CD',
|
||
'topicTag': 'DevOps,Engineering,Site reliability engineering,platform engineering',
|
||
'company': '',
|
||
'siteSection': 'Zones',
|
||
'articleCategory': 'analysis',
|
||
'nodeID': '3602515',
|
||
'authorID': '3412114',
|
||
'publishYear': '2025',
|
||
'publishMonth': '12',
|
||
'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];
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