{"id":31949,"date":"2026-04-24T10:47:06","date_gmt":"2026-04-24T10:47:06","guid":{"rendered":"https:\/\/itbusinesstoday.com\/?p=31949"},"modified":"2026-04-24T10:47:06","modified_gmt":"2026-04-24T10:47:06","slug":"datadog-tackles-ai-infra-costs-via-gpu-monitoring","status":"publish","type":"post","link":"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/","title":{"rendered":"Datadog\u3001GPU\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3067AI\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u306b\u6311\u6226"},"content":{"rendered":"<?xml encoding=\"utf-8\" ?><p><a href=\"https:\/\/www.datadoghq.com\/ja\/\" data-no-translation=\"\">Datadog<\/a> just called out a problem most teams don&rsquo;t want to admit. AI is getting expensive not because GPUs are rare, but because nobody really knows how they&rsquo;re being used.<\/p><p>Their new GPU Monitoring product is basically about visibility. Not surface-level metrics, but actual clarity on which workloads are using which GPUs, who owns them, and whether they&rsquo;re doing anything useful. One screen, full stack view. That sounds simple, but this is exactly where most teams struggle today.<\/p><p>Right now, companies over-allocate GPUs as a safety net. They lack the ability to distinguish between two different states of inactivity and two different states of equipment failure. They use additional hardware to solve their problem, which they describe as a method of scaling. That&rsquo;s where the money burns.<\/p><h4>\u3053\u3061\u3089\u3082\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\uff1a <a class=\"p-url\" href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/mitsubishi-electric-di-and-nutanix-team-up-on-private-cloud\/\" rel=\"bookmark\">\u4e09\u83f1\u96fb\u6a5fDI\u3068Nutanix\u304c\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30af\u30e9\u30a6\u30c9\u3067\u63d0\u643a<\/a><\/h4><p>This shifts that equation. You can trace performance issues faster, spot underutilized resources, and decide whether you actually need more GPUs or just better allocation. It also pulls platform and ML teams onto the same page, which usually doesn&rsquo;t happen.<\/p><p>\u5927\u304d\u306a\u8996\u70b9\u3067\u898b\u308c\u3070\u3001\u3053\u306e\u958b\u767a\u306f\u78ba\u7acb\u3055\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u306b\u5f53\u3066\u306f\u307e\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u4eba\u5de5\u77e5\u80fd\u30b7\u30b9\u30c6\u30e0\u306e\u88fd\u9020\u306b\u306f\u3001\u904b\u7528\u4e0a\u306e\u898f\u5f8b\u3068\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u4e21\u65b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u5fc5\u8981\u306a\u306e\u306f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>Datadog just called out a problem most teams don&rsquo;t want to admit. AI is getting expensive not because GPUs are rare, but because nobody really knows how they&rsquo;re being used.Their new GPU Monitoring product is basically about visibility. Not surface-level metrics, but actual clarity on which workloads are using which GPUs, who owns them, and whether they&rsquo;re doing anything useful. One screen, full stack view. That sounds simple, but this is exactly where most teams struggle today.Right now, companies over-allocate GPUs as a safety net. They lack the ability to distinguish between two different states of inactivity and two different states of equipment failure. They use additional hardware to solve [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":31995,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[183,215,207,237,1838,85],"tags":[12675,384,377,2794,12676],"ppma_author":[572],"class_list":["post-31949","post","type-post","status-publish","format-standard","has-post-thumbnail","category-cloud","category-computing","category-international","category-news","category-quick-reads","category-tech","tag-ai-project","tag-cloud","tag-computing","tag-datadog","tag-gpu-monitoring"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Datadog cuts AI infra costs with GPU insights<\/title>\n<meta name=\"description\" content=\"Datadog highlights rising AI costs driven by poor GPU visibility, introducing monitoring tools to help optimize infrastructure spending.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Datadog cuts AI infra costs with GPU insights\" \/>\n<meta property=\"og:description\" content=\"Datadog highlights rising AI costs driven by poor GPU visibility, introducing monitoring tools to help optimize infrastructure spending.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/\" \/>\n<meta property=\"og:site_name\" content=\"itbusinesstoday\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-24T10:47:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1201\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"ITBT StaffWriter\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"ITBT StaffWriter\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Datadog\u3001GPU\u30a4\u30f3\u30b5\u30a4\u30c8\u306b\u3088\u308aAI\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u3092\u524a\u6e1b","description":"Datadog\u3001GPU\u306e\u53ef\u8996\u6027\u4e0d\u8db3\u306b\u3088\u308bAI\u30b3\u30b9\u30c8\u306e\u4e0a\u6607\u306b\u6ce8\u76ee\u3057\u3001\u30a4\u30f3\u30d5\u30e9\u652f\u51fa\u306e\u6700\u9069\u5316\u3092\u652f\u63f4\u3059\u308b\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u767a\u8868\u3002.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/","og_locale":"ja_JP","og_type":"article","og_title":"Datadog cuts AI infra costs with GPU insights","og_description":"Datadog highlights rising AI costs driven by poor GPU visibility, introducing monitoring tools to help optimize infrastructure spending.","og_url":"https:\/\/itbusinesstoday.com\/ja\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/","og_site_name":"itbusinesstoday","article_published_time":"2026-04-24T10:47:06+00:00","og_image":[{"width":1201,"height":800,"url":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp","type":"image\/webp"}],"author":"ITBT StaffWriter","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"ITBT StaffWriter","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"1\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#article","isPartOf":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/"},"author":{"name":"ITBT StaffWriter","@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#\/schema\/person\/94fb575e469aff25a4b938814d050f15"},"headline":"Datadog tackles AI infra costs via GPU monitoring","datePublished":"2026-04-24T10:47:06+00:00","mainEntityOfPage":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/"},"wordCount":229,"publisher":{"@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#organization"},"image":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp","keywords":["AI project","Cloud","Computing","Datadog","GPU Monitoring"],"articleSection":["Cloud","Computing","International","News","Quick Reads","Tech"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/","url":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/","name":"Datadog\u3001GPU\u30a4\u30f3\u30b5\u30a4\u30c8\u306b\u3088\u308aAI\u30a4\u30f3\u30d5\u30e9\u30b3\u30b9\u30c8\u3092\u524a\u6e1b","isPartOf":{"@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#website"},"primaryImageOfPage":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#primaryimage"},"image":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp","datePublished":"2026-04-24T10:47:06+00:00","description":"Datadog\u3001GPU\u306e\u53ef\u8996\u6027\u4e0d\u8db3\u306b\u3088\u308bAI\u30b3\u30b9\u30c8\u306e\u4e0a\u6607\u306b\u6ce8\u76ee\u3057\u3001\u30a4\u30f3\u30d5\u30e9\u652f\u51fa\u306e\u6700\u9069\u5316\u3092\u652f\u63f4\u3059\u308b\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u767a\u8868\u3002.","breadcrumb":{"@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#primaryimage","url":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp","contentUrl":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2026\/04\/Datadog-tackles-AI-infra-costs-via-GPU-monitoring.webp","width":1201,"height":800,"caption":"Datadog"},{"@type":"BreadcrumbList","@id":"https:\/\/itbusinesstoday.com\/tech\/cloud\/datadog-tackles-ai-infra-costs-via-gpu-monitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/itbusinesstoday.com\/"},{"@type":"ListItem","position":2,"name":"Datadog tackles AI infra costs via GPU monitoring"}]},{"@type":"WebSite","@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#website","url":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/","name":"\u30a4\u30c3\u30c8\u30d3\u30b8\u30cd\u30b9\u30c8\u30a5\u30c7\u30a4","description":"","publisher":{"@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#organization","name":"\u30a4\u30c3\u30c8\u30d3\u30b8\u30cd\u30b9\u30c8\u30a5\u30c7\u30a4","url":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#\/schema\/logo\/image\/","url":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Asset-1.png","contentUrl":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Asset-1.png","width":663,"height":275,"caption":"itbusinesstoday"},"image":{"@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/itbusinesstoday-68b209.ingress-baronn.ewp.live\/#\/schema\/person\/94fb575e469aff25a4b938814d050f15","name":"ITBT\u30b9\u30bf\u30c3\u30d5\u30e9\u30a4\u30bf\u30fc","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Favicon-1.png90b3cb23d1d9c08733d969d29ea2d30d","url":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Favicon-1.png","contentUrl":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Favicon-1.png","caption":"ITBT StaffWriter"},"description":"ITBT\u30b9\u30bf\u30c3\u30d5\u30e9\u30a4\u30bf\u30fc\u306f\u3001IT Business Today\u306e\u793e\u5185\u5bc4\u7a3f\u8005\u3067\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30cb\u30e5\u30fc\u30b9\u3068QuickBytes\u306e\u914d\u4fe1\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002IT\u3001\u30cf\u30a4\u30c6\u30af\u3001\u4f01\u696d\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u65b0\u52d5\u5411\u3092\u30ab\u30d0\u30fc\u3057\u3001\u7c21\u6f54\u3067\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u3042\u308b\u6700\u65b0\u60c5\u5831\u3092\u8aad\u8005\u306b\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002","sameAs":["https:\/\/itbusinesstoday.com\/"],"url":"https:\/\/itbusinesstoday.com\/ja\/author\/itbt-staffwriter\/"}]}},"authors":[{"term_id":572,"user_id":7,"is_guest":0,"slug":"itbt-staffwriter","display_name":"ITBT StaffWriter","avatar_url":{"url":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Favicon-1.png","url2x":"https:\/\/itbusinesstoday.com\/wp-content\/uploads\/2025\/01\/Favicon-1.png"},"author_category":"","first_name":"ITBT","last_name":"StaffWriter","user_url":"https:\/\/itbusinesstoday.com\/","job_title":"","description":"ITBT\u30b9\u30bf\u30c3\u30d5\u30e9\u30a4\u30bf\u30fc\u306f\u3001IT Business Today\u306e\u793e\u5185\u5bc4\u7a3f\u8005\u3067\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30cb\u30e5\u30fc\u30b9\u3068QuickBytes\u306e\u914d\u4fe1\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002IT\u3001\u30cf\u30a4\u30c6\u30af\u3001\u4f01\u696d\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u65b0\u52d5\u5411\u3092\u30ab\u30d0\u30fc\u3057\u3001\u7c21\u6f54\u3067\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u3042\u308b\u6700\u65b0\u60c5\u5831\u3092\u8aad\u8005\u306b\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002"}],"_links":{"self":[{"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/posts\/31949","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/comments?post=31949"}],"version-history":[{"count":1,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/posts\/31949\/revisions"}],"predecessor-version":[{"id":31950,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/posts\/31949\/revisions\/31950"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/media\/31995"}],"wp:attachment":[{"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/media?parent=31949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/categories?post=31949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/tags?post=31949"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/itbusinesstoday.com\/ja\/wp-json\/wp\/v2\/ppma_author?post=31949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}