{"id":22322,"date":"2026-02-16T05:16:14","date_gmt":"2026-02-15T20:16:14","guid":{"rendered":"https:\/\/aireviewirush.com\/?p=22322"},"modified":"2026-02-16T05:16:14","modified_gmt":"2026-02-15T20:16:14","slug":"agentic-cloud-operations-and-azure-copilot-for-ai-pushed-workloads","status":"publish","type":"post","link":"https:\/\/aireviewirush.com\/?p=22322","title":{"rendered":"Agentic cloud operations and Azure Copilot for AI\u2011pushed workloads"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div id=\"post-49477\">\n<p>\n\t\tWhereas\u00a0at the moment\u2019s\u00a0cloud delivers extraordinary flexibility, the speedy\u00a0progress of contemporary functions and AI workloads\u00a0has\u00a0launched ranges of scale and complexity that conventional operations weren&#8217;t designed for.\t<\/p>\n<p class=\"wp-block-paragraph\">Cloud operations have reached an inflection level. For greater than a decade, the business has targeted on scale\u2014extra infrastructure, extra knowledge, extra providers, extra dashboards to construct and handle each infrastructure and functions. Whereas at the moment\u2019s cloud delivers extraordinary flexibility, the speedy progress of contemporary functions and AI workloads has launched ranges of scale and complexity that conventional operations weren&#8217;t designed for.<\/p>\n<p class=\"wp-block-paragraph\">As fashionable functions and AI workloads broaden in scale, pace, and interconnectedness, operational calls for are evolving simply as shortly. Organizations are actually searching for an working mannequin that builds on their current practices\u2014one which brings intelligence into the movement of labor and interprets the fixed stream of alerts into coordinated motion throughout the cloud lifecycle.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_53 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\" role=\"button\"><label for=\"item-69ec15122f727\" ><span class=\"\"><span style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input aria-label=\"Toggle\" aria-label=\"item-69ec15122f727\"  type=\"checkbox\" id=\"item-69ec15122f727\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#A_brand_new_working_mannequin_for_a_dynamic_cloud\" title=\"A brand new working mannequin for a dynamic cloud\">A brand new working mannequin for a dynamic cloud<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Introducing_agentic_cloud_operations\" title=\"Introducing agentic cloud operations\">Introducing agentic cloud operations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Azure_Copilot_The_agentic_interface\" title=\"Azure Copilot: The agentic interface\">Azure Copilot: The agentic interface<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Full-lifecycle_brokers_working_in_context\" title=\"Full-lifecycle brokers, working in context\">Full-lifecycle brokers, working in context<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Plan_and_put_together\" title=\"Plan and put together\">Plan and put together<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Deploy_and_launch\" title=\"Deploy and launch\">Deploy and launch<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Function_optimize_and_evolve\" title=\"Function, optimize, and evolve\">Function, optimize, and evolve<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Governance_and_human_oversight_by_design\" title=\"Governance and human oversight by design\">Governance and human oversight by design<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Working_with_confidence_because_the_cloud_evolves\" title=\"Working with confidence because the cloud evolves\">Working with confidence because the cloud evolves<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#Discover_extra_assets_to_deepen_your_understanding_of_agentic_cloud_operations\" title=\"Discover extra assets to deepen your understanding of agentic cloud operations\">Discover extra assets to deepen your understanding of agentic cloud operations<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/aireviewirush.com\/?p=22322\/#From_cloud_to_edge_see_how_Azure_Copilot_may_also_help\" title=\"From cloud to edge, see how Azure Copilot may also help\">From cloud to edge, see how Azure Copilot may also help<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"a-new-operating-model-for-a-dynamic-cloud\"><span class=\"ez-toc-section\" id=\"A_brand_new_working_mannequin_for_a_dynamic_cloud\"><\/span>A brand new working mannequin for a dynamic cloud<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Macro developments are pointing in direction of main shifts in operations. Within the period of AI, workloads can transfer from experimentation to full manufacturing in weeks, making fixed change the brand new norm. Infrastructure and functions are repeatedly up to date, scaled, and reconfigured. Telemetry now streams from each layer\u2014well being, configuration, price, efficiency, and safety\u2014whereas programmable infrastructure permits motion at machine pace. On the identical time, AI brokers are rising as sensible operational companions\u2014in a position to correlate alerts, perceive context, and take motion inside outlined guardrails. Collectively, these shifts are driving the necessity for a brand new working mannequin\u2014one the place operations are dynamic, context-aware, and repeatedly optimized fairly than reactive and guide.<\/p>\n<h2 class=\"wp-block-heading\" id=\"introducing-agentic-cloud-operations\"><span class=\"ez-toc-section\" id=\"Introducing_agentic_cloud_operations\"><\/span>Introducing agentic cloud operations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/techcommunity.microsoft.com\/blog\/AzureInfrastructureBlog\/ushering-in-the-era-of-agentic-cloud-operations-with-azure-copilot\/4469664\" target=\"_blank\" rel=\"noreferrer noopener\">Agentic cloud operations brings this mannequin to life<\/a> by enabling groups to harness AI-powered brokers that infuse contextual intelligence into on a regular basis workflow. These brokers assist speed up growth, migration, and optimization by connecting operational alerts on to coordinated motion throughout the lifecycle. They carry individuals, instruments, and knowledge collectively, so insights don\u2019t keep passive\u2014they change into execution. The result&#8217;s sooner efficiency, lowered danger, and cloud operations that enhance over time as an alternative of falling behind as complexity grows.<\/p>\n<h2 class=\"wp-block-heading\" id=\"azure-copilot-the-agentic-interface\"><span class=\"ez-toc-section\" id=\"Azure_Copilot_The_agentic_interface\"><\/span>Azure Copilot: The agentic interface<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/copilot?msockid=1c424d43ffa569650cfd5b7afee668a6\" target=\"_blank\" rel=\"noopener\">Azure Copilot brings agentic cloud operations to life<\/a> because the agentic interface for Azure. Relatively than including yet one more dashboard, it delivers a unified, immersive expertise grounded in a buyer\u2019s actual surroundings\u2014subscriptions, assets, insurance policies, and operational historical past. Groups can work by way of pure language, chat, console, or CLI, invoking brokers straight inside their workflows. A centralized administration surroundings brings observability, configuration, resiliency, optimization, and safety collectively\u2014enabling operators to maneuver seamlessly from perception to motion in a single place.<\/p>\n<h2 class=\"wp-block-heading\" id=\"full-lifecycle-agents-working-in-context\"><span class=\"ez-toc-section\" id=\"Full-lifecycle_brokers_working_in_context\"><\/span>Full-lifecycle brokers, working in context<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/announcing-azure-copilot-agents-and-ai-infrastructure-innovations\/?msockid=1c424d43ffa569650cfd5b7afee668a6\" target=\"_blank\" rel=\"noreferrer noopener\">At Ignite, we unveiled the agentic capabilities of Azure Copilot<\/a>. These capabilities span key operational domains\u2014migration, deployment, optimization, observability, resiliency, and troubleshooting\u2014every designed to carry contextual intelligence into the movement of labor. Azure Copilot correlates alerts, understands operational context, and takes ruled motion the place it issues. Relatively than functioning as discrete bots, they function as a coordinated, context-aware system that repeatedly strengthens cloud operations.<\/p>\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6992298e2b31a&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image aligncenter size-full wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" alt=\"\" class=\"wp-image-49512 webp-format\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/02\/Screenshot-2026-02-10-172957.webp\"><button class=\"lightbox-trigger\" type=\"button\" aria-haspopup=\"dialog\" aria-label=\"Enlarge\" data-wp-init=\"callbacks.initTriggerButton\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-style--right=\"state.imageButtonRight\" data-wp-style--top=\"state.imageButtonTop\"><br \/>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewbox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\"\/>\n\t\t\t<\/svg><br \/>\n\t\t<\/button><\/figure>\n<h2 class=\"wp-block-heading\" id=\"plan-and-prepare\"><span class=\"ez-toc-section\" id=\"Plan_and_put_together\"><\/span>Plan and put together<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Azure Copilot and brokers helps groups begin with readability and confidence. Copilot migration agent can help with discovering current environments, mapping utility and infrastructure dependencies, and figuring out modernization paths earlier than workloads transfer. Deployment agent then guides well-architected design and generate infrastructure as code artifacts that set robust operational patterns from the outset. In parallel, resiliency agent identifies gaps throughout availability, restoration, backup, and continuity\u2014so reliability is designed in, not pathed later.<\/p>\n<h2 class=\"wp-block-heading\" id=\"deploy-and-launch\"><span class=\"ez-toc-section\" id=\"Deploy_and_launch\"><\/span>Deploy and launch<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">When groups are able to go reside, Copilot deployment agent help ruled, repeatable deployment workflows that validate each infrastructure and utility rollout. Observability agent establishes baseline well being from the second manufacturing site visitors hits, whereas troubleshooting agent accelerates early-life subject decision by diagnosing root causes, recommending fixes, and initiating help actions if wanted. All through this part, resiliency agent verifies that restoration and failover configurations maintain up below actual world situations.<\/p>\n<h2 class=\"wp-block-heading\" id=\"operate-optimize-and-evolve\"><span class=\"ez-toc-section\" id=\"Function_optimize_and_evolve\"><\/span>Function, optimize, and evolve<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">In ongoing operations, Azure Copilot\u2019s agentic capabilities ship compounding worth. Observability agent offers steady, full stack visibility and prognosis throughout functions and infrastructure. Optimization agent establish and execute enhancements throughout price, efficiency, and sustainability\u2014typically evaluating monetary and carbon impression in actual time. Resiliency agent strikes from validation to proactive posture administration, repeatedly strengthening safety towards rising dangers resembling ransomware. Troubleshooting agent helps make the shift from reactive firefighting to speedy, context conscious incident decision. Final however not least, migration agent reenters the lifecycle to establish new alternatives to refactor or evolve workloads\u2014not as a onetime occasion, however as steady modernization.<\/p>\n<p class=\"wp-block-paragraph\">In ongoing operations, Azure Copilot\u2019s agentic capabilities ship compounding worth. Observability agent offers steady, full stack visibility and prognosis throughout functions and infrastructure. Optimization agent identifies and executes enhancements throughout price, efficiency, and sustainability\u2014typically evaluating monetary and carbon impression in actual time. Resiliency agent strikes from validation to proactive posture administration, repeatedly strengthening safety towards rising dangers resembling ransomware. Troubleshooting agent helps make the shift from reactive firefighting to speedy, context conscious incident decision. Final however not least, migration agent reenters the lifecycle to establish new alternatives to refactor or evolve workloads\u2014not as a onetime occasion, however as steady modernization.<\/p>\n<p class=\"wp-block-paragraph\">These capabilities don\u2019t function as remoted bots. They work inside related, context-aware workflows\u2014correlating actual time alerts, understanding operational context, and taking ruled motion the place it issues most. This enables groups to anticipate points earlier, resolve them sooner, and repeatedly enhance their cloud posture throughout growth, migration, and operations. The end result isn\u2019t fewer instruments\u2014it\u2019s higher movement, the place individuals, knowledge, and automation function as a unified system.<\/p>\n<h2 class=\"wp-block-heading\" id=\"governance-and-human-oversight-by-design\"><span class=\"ez-toc-section\" id=\"Governance_and_human_oversight_by_design\"><\/span>Governance and human oversight by design<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Agentic cloud operations are constructed for mission-critical programs, the place governance and management are nonnegotiable. Azure Copilot embeds governance at each layer, permitting enterprises to outline boundaries, apply insurance policies persistently, and preserve clear oversight. Options resembling Convey Your Personal Storage (BYOS) for dialog historical past give prospects even better management\u2014holding operational knowledge inside their very own Azure surroundings to make sure sovereignty, compliance, and visibility on their phrases. All of that is grounded in <a href=\"https:\/\/www.microsoft.com\/en-us\/ai\/responsible-ai?msockid=1c424d43ffa569650cfd5b7afee668a6\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft\u2019s Accountable AI ideas<\/a>, making certain autonomy and security advance collectively. Each agent-initiated motion honors current coverage, safety, and RBAC controls. Actions are all the time reviewable, traceable, and auditable, making certain human oversight stays central to automated workflows\u2014not faraway from them.<\/p>\n<h2 class=\"wp-block-heading\" id=\"operating-with-confidence-as-the-cloud-evolves\"><span class=\"ez-toc-section\" id=\"Working_with_confidence_because_the_cloud_evolves\"><\/span>Working with confidence because the cloud evolves<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">As cloud environments develop extra dynamic and complicated, operational fashions should evolve to match them. With Azure Copilot and agentic cloud operations, Microsoft is enabling organizations to function mission-critical environments with better pace, readability, and management\u2014offering the arrogance to maneuver ahead because the cloud continues to vary.<\/p>\n<h2 class=\"wp-block-heading\" id=\"explore-more-resources-to-deepen-your-understanding-of-agentic-cloud-operations\"><span class=\"ez-toc-section\" id=\"Discover_extra_assets_to_deepen_your_understanding_of_agentic_cloud_operations\"><\/span>Discover extra assets to deepen your understanding of agentic cloud operations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Entry white paper on <a href=\"https:\/\/info.microsoft.com\/ww-landing-ops360-hbr-intelligent-operations-how-agentic-ai-is-aiming-to-reshape-it.html\" target=\"_blank\" rel=\"noreferrer noopener\">Clever Operations: How Agentic AI Is Aiming to Reshape IT<\/a>.<\/p>\n<p class=\"wp-block-paragraph\">Discover assets, use circumstances, and <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">get began with Azure Copilot<\/a>.<\/p>\n<aside class=\"cta-block cta-block--align-left cta-block--has-image wp-block-msx-cta\" data-bi-an=\"CTA Block\">\n<div class=\"cta-block__content\">\n<div class=\"cta-block__image-container\">\n\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/12\/Azure_Blog_Abstract-05_1260x708-1024x575.jpg\" class=\"cta-block__image\" alt=\"Abstract shapes with blue, purple, and orange colors.\" srcset=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/12\/Azure_Blog_Abstract-05_1260x708-1024x575.jpg 1024w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/12\/Azure_Blog_Abstract-05_1260x708-300x169.jpg 300w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/12\/Azure_Blog_Abstract-05_1260x708-768x432.jpg 768w, https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/12\/Azure_Blog_Abstract-05_1260x708.jpg 1260w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"\/>\t\t\t<\/div>\n<div class=\"cta-block__body\">\n<h2 class=\"cta-block__headline\"><span class=\"ez-toc-section\" id=\"From_cloud_to_edge_see_how_Azure_Copilot_may_also_help\"><\/span>From cloud to edge, see how Azure Copilot may also help<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"cta-block__text\">Achieve new insights, uncover extra advantages of the cloud, and orchestrate knowledge throughout each the cloud and the sting.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/aside>\n<\/div>\n<p><script>\n\t\tfunction facebookTracking() {\n\t\t\t\/\/ If GPC or AMC Signal is enabled, do not fire Facebook Pixel\n\t\t\tif ( navigator.globalPrivacyControl || document.cookie.includes('3PAdsOptOut=1') ) {\n\t\t\t\treturn false;\n\t\t\t}\n\t\t\t!function(f,b,e,v,n,t,s){if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n\t\t\t\tn.callMethod.apply(n,arguments):n.queue.push(arguments)};if(!f._fbq)f._fbq=n;\n\t\t\t\tn.push=n;n.loaded=!0;n.version='2.0';n.queue=[];t=b.createElement(e);t.async=!0;\n\t\t\t\tt.src=v;t.type=\"ms-delay-type\";t.setAttribute('data-ms-type','text\/javascript');\n\t\t\t\ts=b.getElementsByTagName(e)[0];s.parentNode.insertBefore(t,s)}(window,\n\t\t\t\tdocument,'script','https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n\t\t\tfbq('init', '1770559986549030');\n\t\t\t\t\t\tfbq('track', 'PageView');\n\t\t\t\t\t}\n\t<\/script><br \/>\n<br \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Whereas\u00a0at the moment\u2019s\u00a0cloud delivers extraordinary flexibility, the speedy\u00a0progress of contemporary functions and AI workloads\u00a0has\u00a0launched ranges of scale and complexity that conventional operations weren&#8217;t designed for. Cloud operations have reached an inflection level. For greater than a decade, the business has targeted on scale\u2014extra infrastructure, extra knowledge, extra providers, extra dashboards to construct and handle each [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":22324,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":{"0":"post-22322","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-cloud-computing"},"_links":{"self":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/22322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=22322"}],"version-history":[{"count":1,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/22322\/revisions"}],"predecessor-version":[{"id":22323,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/22322\/revisions\/22323"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/media\/22324"}],"wp:attachment":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=22322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=22322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=22322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}