{"id":41693,"date":"2026-04-30T10:33:59","date_gmt":"2026-04-30T15:33:59","guid":{"rendered":"https:\/\/flex.com\/?post_type=resource&#038;p=41693"},"modified":"2026-04-30T10:43:13","modified_gmt":"2026-04-30T15:43:13","slug":"beyond-pue-data-center-efficiency-in-the-ai-era","status":"publish","type":"resource","link":"https:\/\/flex.com\/es\/resources\/beyond-pue-data-center-efficiency-in-the-ai-era","title":{"rendered":"M\u00e1s all\u00e1 del PUE: Eficiencia de los centros de datos en la era de la IA"},"content":{"rendered":"<div id=\"overscroll-top\" style=\"background-color: #eaeef4;\"><\/div>\n<div class=\"resource-header block\">\n\t<div class=\"container\">\n\t\t<div class=\"breadcrumb\">\n\t\t\t<a title=\"Homepage\" href=\"\/\">Flex<\/a>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path d=\"M365.3 256l-22.6 22.6-192 192L128 493.3 82.7 448l22.6-22.6L274.7 256 105.4 86.6 82.7 64 128 18.7l22.6 22.6 192 192L365.3 256z\"\/><\/svg>\n\t\t\t<a title=\"Resources\" href=\"\/resources\">Resources<\/a>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 384 512\"><path d=\"M365.3 256l-22.6 22.6-192 192L128 493.3 82.7 448l22.6-22.6L274.7 256 105.4 86.6 82.7 64 128 18.7l22.6 22.6 192 192L365.3 256z\"\/><\/svg>\n\t\t\t<a title=\"Beyond\u00a0PUE: Data center efficiency in the AI era\">Beyond\u00a0PUE: Data center efficiency in the AI era<\/a>\n\t\t<\/div>\n\t\t<h1>Beyond\u00a0PUE: Data center efficiency in the AI era<\/h1>\n\t\t\t\t<div class=\"separator\"><\/div>\n\t\t<div class=\"details\">\n\t\t\t\t\t\t\t\t\t<div class=\"date detail\">\n\t\t\t\tPosted on<br>\n\t\t\t\tabril 30, 2026\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"categories\">\n\t\t\t\t<div class=\"categories-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"cat-tag\">eBook<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"cat-tag\" data-cat-level=\"2\" data-destination=\"https:\/\/flex.com\/industries\/data-center#resources\" href=\"https:\/\/flex.com\/industries\/data-center#resources\">Data Center<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n<\/div>\n\n\n<div id=\"id-69f3b191bcfce\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191bcfce > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 0px;\n\t\t\tpadding-right: 0px;\n\t\t\tpadding-bottom: 84px;\n\t\t\tpadding-left: 0px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191bcfce.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191bcfce > .container > .content {\n\t\t\t\t\/\/padding-top: 0px;\n\t\t\t\tpadding-right: 0px;\n\t\t\t\t\/\/padding-bottom: 42px;\n\t\t\t\tpadding-left: 0px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<h2 class=\"wp-block-heading has-medium-font-size\" style=\"font-style:normal;font-weight:600\">A multidimensional efficiency framework&nbsp;for AI infrastructure<\/h2>\n\n\n\n<p>AI is transforming industries \u2014 and <a href=\"https:\/\/flex.com\/industries\/data-center\" data-type=\"page\" data-id=\"19229\">data centers<\/a>. It holds enormous potential, but its use of energy and natural resources requires all of us within the data center ecosystem to think critically about the products and services we provide that make it possible, and about the ways in which we measure efficiency.<\/p>\n\n\n<div id=\"id_69f3b1919f3a4\" class=\"media block\">\n\t<div class=\"container media-right content-top\">\n\t\t<div class=\"media\" style=\"left: 0px; min-width: 516px; max-width: 516px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"image none\">\n\t\t\t\t\t\t\t<img decoding=\"async\" alt=\"Person monitoring AI data center efficiency with PUE\" src=\"https:\/\/flex.com\/wp-content\/uploads\/2026\/04\/Beyond-PUE_Featured-Image-2-1200x675.jpg\" title=\"\">\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"content\" style=\"margin-right: 24px; margin-left: 0px;\">\n\t\t\t\t\n\n<p>As AI adoption accelerates, power usage effectiveness (PUE) is no longer enough to measure performance, sustainability, and resource use. A multidimensional approach is required to balance the drive for more tokens per dollar with the resources required to generate profits.<\/p>\n\n\n\n<p><a href=\"#download-ebook\">In this&nbsp;eBook<\/a>,&nbsp;we&nbsp;explore the benefits and limitations of PUE and the metrics that complement it.&nbsp;Together, they form a framework that gives operators a more refined lens through which to evaluate efficiency and drive improvement across their facilities.<\/p>\n\n\n<div id=\"block_cf073fb40a74cae0d8f43cc74df5720a\" class=\"button block\">\n\t<div class=\"container left\">\n\t\t\t\t\t\t<a title=\"Explore the framework\" href=\"#download-ebook\" target=\"\"\n\t\t   class=\"btn-link\">\n\t\t\tExplore the framework\t\t\t<div class=\"long-arrow\">\n\t\t\t\t<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 19.9 9.9\" xml:space=\"preserve\">\n\t\t\t\t\t<polygon points=\"15.5,0 14.5,0.9 17.4,4.3 0,4.3 0,5.7 17.4,5.7 14.5,9 15.5,9.9 19.9,5 \"\/>\n\t\t\t\t<\/svg>\n\t\t\t\t<div class=\"line\"><\/div>\n\t\t\t<\/div>\n\t\t<\/a>\n\t\t\t<\/div>\n\t<script>\n\t\twindow.addEventListener('DOMContentLoaded', () => {\n\t\t\t(function ($) {\n\t\t\t\t\/\/ Get the block ID\n\t\t\t\tvar id = \"#block_cf073fb40a74cae0d8f43cc74df5720a\";\n\t\t\t\t\/\/ Reveal the block\n\t\t\t\tScrollReveal().reveal(id + \" .btn-link\", {origin: \"bottom\", distance: \"20px\", duration: 1000});\n\t\t\t}(jQuery));\n\t\t});\n\t<\/script>\n<\/div>\n\n\t\t\t<\/div>\n\t\t\t<\/div>\n\t\n\t<script>\n\t(function () {\n\t\tlet hasRun_id_69f3b1919f3a4 = false;\n\t\tfunction updateVideoDisplay_id_69f3b1919f3a4() {\n\t\t\tconst youtubeVideoId = \"\";\n\t\t\tconst bynderID = \"\";\n\t\t\tconst mediaType = \"image\";\n\t\t\tconst mediaVideoElement = document.getElementById('media-video-id_69f3b1919f3a4');\n\t\t\tconst bodyClass = document.body.className || '';\n\t\t\tconst match = bodyClass.match(\/translatepress-([a-z]{2})(?:_[A-Z]{2})?\/i);\n\t\t\tconst currentLanguage = match ? 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But as AI workloads grow in number, scale, and complexity, relying on PUE alone can lead to incomplete or misleading efficiency insights. For instance:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It measures power delivery, not compute efficiency<\/li>\n\n\n\n<li>It doesn\u2019t account for water use or carbon emissions<\/li>\n\n\n\n<li>It can be skewed by underutilization and infrastructure design choices<\/li>\n\n\n\n<li>It overlooks energy reuse and grid interaction<\/li>\n<\/ul>\n\n\n\n<p>For a more complete picture of operational efficiency, assessing several metrics can support better decision-making.<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-dark-blue-color has-text-color has-link-color has-medium-font-size wp-elements-6f4d8d865cf6cc159ca76bb429a0022a\">Taking a systems-level view of data center efficiency<\/h4>\n\n\n\n<p>In a complex system, every decision comes with tradeoffs. To balance them appropriately, operators need a more nuanced and accurate assessment of total data center efficiency that encompasses:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Energy efficiency<\/strong>\u2014power usage effectiveness (PUE)<\/li>\n\n\n\n<li><strong>Freshwater use<\/strong> \u2013 water usage effectiveness (WUE)<\/li>\n\n\n\n<li><strong>Carbon impact<\/strong> \u2013 carbon usage effectiveness (CUE)<\/li>\n\n\n\n<li><strong>Energy reuse<\/strong> \u2013 energy reuse effectiveness (ERE)<\/li>\n\n\n\n<li><strong>Compute efficiency<\/strong> \u2013 compute power efficiency (CPE)<\/li>\n\n\n\n<li><strong>Grid-aware operations<\/strong> \u2013 grid-aware efficiency (GAE)<\/li>\n<\/ul>\n\n\n\n<p>Turning innovation into scalable, efficient infrastructure requires a clear-eyed view of the variables at play in designing data centers for the future.<\/p>\n\n\n\n<h4 class=\"wp-block-heading has-dark-blue-color has-text-color has-link-color has-medium-font-size wp-elements-90a175d662db406105ca775ebeb2f73e\">How to optimize AI infrastructure efficiency<\/h4>\n\n\n\n<p>The most&nbsp;suitable&nbsp;ways to measure efficiency are still being&nbsp;calibrated&nbsp;as data center operators&nbsp;seek&nbsp;to strike&nbsp;an equilibrium between capacity, demand, and&nbsp;utilization. Discover how a balanced framework can optimize data center efficiency in the age of AI.<\/p>\n\n\n<div id=\"block_830877d7848d39c097f8b26627c72334\" class=\"button block\">\n\t<div class=\"container left\">\n\t\t\t\t\t\t<a title=\"Read the eBook\" href=\"#download-ebook\" target=\"\"\n\t\t   class=\"btn-link\">\n\t\t\tRead the eBook\t\t\t<div class=\"long-arrow\">\n\t\t\t\t<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 19.9 9.9\" xml:space=\"preserve\">\n\t\t\t\t\t<polygon points=\"15.5,0 14.5,0.9 17.4,4.3 0,4.3 0,5.7 17.4,5.7 14.5,9 15.5,9.9 19.9,5 \"\/>\n\t\t\t\t<\/svg>\n\t\t\t\t<div class=\"line\"><\/div>\n\t\t\t<\/div>\n\t\t<\/a>\n\t\t\t<\/div>\n\t<script>\n\t\twindow.addEventListener('DOMContentLoaded', () => {\n\t\t\t(function ($) {\n\t\t\t\t\/\/ Get the block ID\n\t\t\t\tvar id = \"#block_830877d7848d39c097f8b26627c72334\";\n\t\t\t\t\/\/ Reveal the block\n\t\t\t\tScrollReveal().reveal(id + \" .btn-link\", {origin: \"bottom\", distance: \"20px\", duration: 1000});\n\t\t\t}(jQuery));\n\t\t});\n\t<\/script>\n<\/div>\n\n<\/div>\n\n<div class=\"column block\">\n\t\n<div id=\"id-69f3b191afd84\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191afd84 > .container > .content {\n\t\t\tbackground-color: #eaeef4ff;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 24px;\n\t\t\tpadding-bottom: 24px;\n\t\t\tpadding-left: 24px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191afd84.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191afd84 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 12px;\n\t\t\t\t\/\/padding-bottom: 12px;\n\t\t\t\tpadding-left: 12px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<h3 class=\"wp-block-heading has-text-align-left has-dark-blue-color has-text-color has-link-color has-medium-font-size wp-elements-4f68d99503a388ba978f86e94b25af69\" id=\"download-ebook\" style=\"font-style:normal;font-weight:600\">Access the eBook<\/h3>\n\n\n<div id=\"block_1343c08b48072df34c971439a0542018\" class=\"code block\">\n\t<div class=\"container\">\n\t\t<iframe loading=\"lazy\" src=\"https:\/\/connect.flex.com\/l\/1112363\/2026-04-29\/f4wm2c\" width=\"100%\" height=\"1150\" type=\"text\/html\" frameborder=\"0\" allowTransparency=\"true\" style=\"border: 0\"><\/iframe>\t<\/div>\n<\/div>\n\n\n<p class=\"has-text-align-center font-size-12 has-small-font-size\"><a href=\"https:\/\/flex.com\/downloads\/beyond-pue-data-center-efficiency-in-the-ai-era-ebook\">No thank you<\/a><\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<\/div>\n\n\t<\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-heading has-medium-font-size\" style=\"font-style:normal;font-weight:600\">Frequently asked questions<\/h2>\n\n\n\n<div id=\"id-69f3b191bbbda\"\nclass=\"accordion-flex block es \"\ndata-accordion\ndata-expand-first=\"true\"\nstyle=\"--accordion-btn-bg: #eaeef4;\">\n\t<div class=\"container\">\n\t\t\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is PUE in data centers?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b6041\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b6041 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b6041.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b6041 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Power usage effectiveness (PUE) measures how efficiently a data center uses energy by comparing total energy used by the facility to the power consumed solely by the IT equipment. In general, a lower PUE is better, but not always. It should be evaluated alongside other metrics to fully understand performance and sustainability tradeoffs.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What are the limitations of PUE?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b71a2\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b71a2 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b71a2.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b71a2 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>PUE does not measure compute productivity, carbon emissions, or water usage. It can also be skewed by underutilized servers, rapid expansion, or infrastructure decisions. In AI data centers, where workloads are dynamic and power-intensive, PUE alone provides an incomplete view of efficiency.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">How do you measure data center efficiency beyond PUE?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b7662\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b7662 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b7662.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b7662 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Modern data center efficiency is measured using multiple metrics, including WUE (water), CUE (carbon), ERE (energy reuse), CPE (compute), and GAE (grid awareness). Together, these provide a multidimensional view of performance, sustainability, and resource utilization.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What metrics complement PUE?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b7c01\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b7c01 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b7c01.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b7c01 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Key metrics that complement PUE to give data center operators a more nuanced understanding of efficiency include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>WUE (water usage effectiveness)<\/strong> \u2014 Freshwater consumption<\/li>\n\n\n\n<li><strong>CUE (carbon usage effectiveness)<\/strong> \u2014 Emissions impact<\/li>\n\n\n\n<li><strong>ERE (energy reuse effectiveness)<\/strong> \u2014 Waste heat reuse<\/li>\n\n\n\n<li><strong>CPE (compute power efficiency)<\/strong> \u2014 tokens per watt<\/li>\n\n\n\n<li><strong>GAE (grid aware efficiency)<\/strong> \u2014 interaction with the power grid<\/li>\n<\/ul>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is WUE in data centers?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b80b0\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b80b0 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b80b0.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b80b0 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Water usage effectiveness (WUE) measures how much water a data center consumes relative to its IT energy use. It highlights tradeoffs between cooling efficiency and water conservation, which is critical as facilities can consume millions of gallons of freshwater daily.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is CUE in data centers?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b84f7\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b84f7 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b84f7.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b84f7 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Carbon usage effectiveness (CUE) measures the carbon emissions generated per unit of IT energy consumed. It helps operators understand the environmental impact of their energy sources, with lower CUE indicating greater use of renewables and lower carbon intensity.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is ERE in data centers?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b8992\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b8992 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b8992.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b8992 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Energy reuse effectiveness (ERE) measures how much waste heat produced by data centers is repurposed for buildings or communities. It complements PUE by capturing sustainability benefits that PUE does not account for.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is grid-aware efficiency for data centers?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b8e01\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b8e01 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b8e01.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b8e01 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Grid-aware efficiency (GAE) evaluates how a data center interacts with the power grid, including the timing of energy use, carbon intensity, and load management. It helps reduce grid stress, improve reliability, and align energy consumption with the availability of renewables.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">How do AI workloads impact data center energy use?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b9216\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b9216 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b9216.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b9216 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>AI workloads require high-density GPU clusters that consume large amounts of power in bursts. This increases energy demand, cooling complexity, and infrastructure strain, making traditional efficiency metrics like PUE less effective for evaluating overall performance.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">What is a holistic data center efficiency framework?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b9601\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b9601 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b9601.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b9601 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>A holistic framework evaluates multiple factors: power delivery, compute utilization, water use, carbon emissions, energy reuse, and grid interaction. This systems-level approach helps operators balance performance, sustainability, and scalability in AI-driven environments.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"accordion-item-flex block\" data-accordion-item>\n\t<div class=\"accordion-btn-flex\" data-accordion-trigger>\n\t\t<span class=\"accordion-title\">How can data centers improve efficiency in the AI era?<\/span>\n\t\t<span class=\"accordion-icon\"><\/span>\n\t<\/div>\n\t<div class=\"accordion-panel-flex\" data-accordion-panel>\n\t\t\n<div id=\"id-69f3b191b9a38\" class=\"box block content-width dark-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191b9a38 > .container > .content {\n\t\t\tbackground-color: transparent;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 24px;\n\t\t\tpadding-right: 12px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 12px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191b9a38.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191b9a38 > .container > .content {\n\t\t\t\t\/\/padding-top: 12px;\n\t\t\t\tpadding-right: 6px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 6px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<p>Data centers can improve efficiency by combining PUE with complementary metrics, optimizing high-density cooling and power systems, designing for real workload behavior, and making lifecycle-based decisions that reduce environmental impact and improve overall performance.<\/p>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t<\/div>\n<\/div>\n\n\t<\/div>\n<\/div>\n\n\n<div class=\"spacer block\" style=\"height: 24px;\">\n\t<\/div>\n\n<div id=\"id-69f3b191bcb42\" class=\"box block content-width light-content es \" style=\"background-color: transparent; background-image: none;\">\n\t<style>\n\t\t#id-69f3b191bcb42 > .container > .content {\n\t\t\tbackground-color: #005486ff;\n\t\t\tposition: relative;\n\t\t\tpadding-top: 36px;\n\t\t\tpadding-right: 48px;\n\t\t\tpadding-bottom: 36px;\n\t\t\tpadding-left: 48px;\n\t\t\tmargin-left: 0px;\n\t\t\tmargin-right: 0px;\n\t\t}\n\t\t@media (max-width: 1272px) {\n\t\t\t#id-69f3b191bcb42.box.block.full-width > .container > .content {\n\t\t\t\tpadding-left: 0 !important;\n\t\t\t\tpadding-right: 0 !important;\n\t\t\t\tmargin: 0 !important;\n\t\t\t}\n\t\t}\n\t\t@media (max-width: 960px) {\n\t\t\t#id-69f3b191bcb42 > .container > .content {\n\t\t\t\t\/\/padding-top: 18px;\n\t\t\t\tpadding-right: 24px;\n\t\t\t\t\/\/padding-bottom: 18px;\n\t\t\t\tpadding-left: 24px;\n\t\t\t}\n\t\t}\n\t<\/style>\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\n<h2 class=\"wp-block-heading\">Learn more<\/h2>\n\n\n\n<h3 class=\"wp-block-heading no-margin has-small-font-size\">Get the full breakdown of metrics, tradeoffs, and strategies for AI-era infrastructure.<\/h3>\n\n\n<div class=\"spacer block\" style=\"height: 24px;\">\n\t<\/div>\n\n<div id=\"block_612480c9af047c990623dbf84170db9b\" class=\"button block\">\n\t<div class=\"container left\">\n\t\t\t\t\t\t<a title=\"Download the eBook\" href=\"#download-ebook\" target=\"\"\n\t\t   class=\"btn-link\">\n\t\t\tDownload the eBook\t\t\t<div class=\"long-arrow\">\n\t\t\t\t<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewBox=\"0 0 19.9 9.9\" xml:space=\"preserve\">\n\t\t\t\t\t<polygon points=\"15.5,0 14.5,0.9 17.4,4.3 0,4.3 0,5.7 17.4,5.7 14.5,9 15.5,9.9 19.9,5 \"\/>\n\t\t\t\t<\/svg>\n\t\t\t\t<div class=\"line\"><\/div>\n\t\t\t<\/div>\n\t\t<\/a>\n\t\t\t<\/div>\n\t<script>\n\t\twindow.addEventListener('DOMContentLoaded', () => {\n\t\t\t(function ($) {\n\t\t\t\t\/\/ Get the block ID\n\t\t\t\tvar id = \"#block_612480c9af047c990623dbf84170db9b\";\n\t\t\t\t\/\/ Reveal the block\n\t\t\t\tScrollReveal().reveal(id + \" .btn-link\", {origin: \"bottom\", distance: \"20px\", duration: 1000});\n\t\t\t}(jQuery));\n\t\t});\n\t<\/script>\n<\/div>\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\t\t<\/div>\n\t<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Descubra la eficiencia de los centros de datos con IA m\u00e1s all\u00e1 del PUE. Aprenda c\u00f3mo m\u00e9tricas como WUE, CUE, ERE y CPE crean un marco de infraestructura m\u00e1s inteligente y sostenible.<\/p>","protected":false},"author":3,"featured_media":41804,"template":"","categories":[86],"tags":[],"content-type":[25],"class_list":["post-41693","resource","type-resource","status-publish","has-post-thumbnail","hentry","category-data-center","content-type-ebook"],"acf":[],"_links":{"self":[{"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/resource\/41693","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/resource"}],"about":[{"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/types\/resource"}],"author":[{"embeddable":true,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":15,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/resource\/41693\/revisions"}],"predecessor-version":[{"id":41833,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/resource\/41693\/revisions\/41833"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/media\/41804"}],"wp:attachment":[{"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/media?parent=41693"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/categories?post=41693"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/tags?post=41693"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/flex.com\/es\/wp-json\/wp\/v2\/content-type?post=41693"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}