{"id":14402,"date":"2025-09-21T07:16:40","date_gmt":"2025-09-20T22:16:40","guid":{"rendered":"https:\/\/aireviewirush.com\/?p=14402"},"modified":"2025-09-21T07:16:40","modified_gmt":"2025-09-20T22:16:40","slug":"accelerating-ai-and-databases-with-azure-container-storage-now-7-instances-sooner-and-open-supply","status":"publish","type":"post","link":"https:\/\/aireviewirush.com\/?p=14402","title":{"rendered":"Accelerating AI and databases with Azure Container Storage, now 7 instances sooner and open supply"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p>\n\t\t\tThe subsequent main launch of Azure Container Storage delivers as much as 7 instances greater IOPS and 4 instances much less latency in comparison with earlier variations.\t\t<\/p>\n<p class=\"wp-block-paragraph\">Extra firms than ever earlier than are selecting to run stateful workloads\u2014similar to relational databases, AI inferencing, and messaging queues\u2014on Kubernetes. For builders constructing on Kubernetes, storage efficiency has by no means been extra necessary.<\/p>\n<p class=\"wp-block-paragraph\">Right this moment, we\u2019re asserting the following main launch of Azure Container Storage\u00a0\u2013 v2.0.0. In comparison with prior variations, it delivers as much as 7 instances greater IOPS, 4 instances much less latency, and improved useful resource effectivity. With built-in assist for native NVMe drives, Azure Container Storage now delivers our quickest, strongest Kubernetes storage platform on Azure. It\u2019s now additionally fully free to make use of, and accessible as <a href=\"https:\/\/github.com\/Azure\/local-csi-driver\" target=\"_blank\" rel=\"noreferrer noopener\">an open-source model<\/a> for set up on non-AKS clusters. Whether or not you\u2019re operating stateful functions in manufacturing, scaling AI workloads, or streamlining dev\/take a look at environments, this main launch\u2019s efficiency will give your workloads a substantial enhance.<\/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-6a3574552a044\" ><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-6a3574552a044\"  type=\"checkbox\" id=\"item-6a3574552a044\"><\/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=14402\/#What%E2%80%99s_Azure_Container_Storage\" title=\"What\u2019s Azure Container Storage?\">What\u2019s Azure Container Storage?<\/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=14402\/#What%E2%80%99s_new\" title=\"What\u2019s new?\">What\u2019s new?<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/aireviewirush.com\/?p=14402\/#Pricing_modifications\" title=\"Pricing modifications\">Pricing modifications<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/aireviewirush.com\/?p=14402\/#Enhanced_efficiency_with_lowered_useful_resource_consumption\" title=\"Enhanced efficiency with lowered useful resource consumption\">Enhanced efficiency with lowered useful resource consumption<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/aireviewirush.com\/?p=14402\/#Accelerated_AI_mannequin_loading_and_KAITO_Integration\" title=\"Accelerated AI mannequin loading and KAITO Integration\">Accelerated AI mannequin loading and KAITO Integration<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/aireviewirush.com\/?p=14402\/#Extra_versatile_scaling_choices\" title=\"Extra versatile scaling choices\">Extra versatile scaling choices<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/aireviewirush.com\/?p=14402\/#Open_supply_and_group_assist\" title=\"Open supply and group assist\">Open supply and group assist<\/a><\/li><\/ul><\/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=14402\/#In_abstract\" title=\"In abstract\">In abstract<\/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=14402\/#Getting_began\" title=\"Getting began\">Getting began<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"what-s-azure-container-storage\"><span class=\"ez-toc-section\" id=\"What%E2%80%99s_Azure_Container_Storage\"><\/span>What\u2019s Azure Container Storage?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Earlier than we dive into the most recent enhancements, let\u2019s take a second to revisit what Azure Container Storage is and the way builders run stateful workloads on Kubernetes with pace, simplicity, and reliability.<\/p>\n<p class=\"wp-block-paragraph\">Azure Container Storage is a cloud-native quantity administration and orchestration service particularly designed for Kubernetes. It integrates seamlessly with AKS (Azure Kubernetes Service) to allow provisioning of persistent volumes for production-scale, stateful workloads.<\/p>\n<p class=\"wp-block-paragraph\">Azure Container Storage\u2019s imaginative and prescient is to function the unified block storage orchestrator for Kubernetes workloads on Azure, offering a constant expertise throughout a number of storage backends for simplified quantity orchestration through Kubernetes APIs. This v2.0.0 launch focuses particularly on breakthrough efficiency with native NVMe storage, bringing enterprise-grade efficiency with cloud-native simplicity. Later this 12 months, we\u2019ll be debuting assist for Azure Container Storage to combine with Elastic SAN.<\/p>\n<p class=\"wp-block-paragraph\">Azure Container Storage delivers optimized efficiency and effectivity with low-latency storage for prime throughput stateful functions, together with built-in orchestration and automation that permits Kubernetes to handle storage swimming pools, persistent quantity lifecycles, snapshots, and scaling\u2014all with out switching contexts or managing particular person <a href=\"https:\/\/github.com\/container-storage-interface\/spec\/blob\/master\/spec.md\" target=\"_blank\" rel=\"noreferrer noopener\">CSI (container storage interface) drivers<\/a>.<\/p>\n<h2 class=\"wp-block-heading\" id=\"what-s-new\"><span class=\"ez-toc-section\" id=\"What%E2%80%99s_new\"><\/span>What\u2019s new?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">There\u2019s fairly a bit to unpack right here, so let\u2019s take a deeper dive into among the key advantages that Azure Container Storage v2.0.0 delivers:<\/p>\n<h3 class=\"wp-block-heading\" id=\"pricing-changes\"><span class=\"ez-toc-section\" id=\"Pricing_modifications\"><\/span>Pricing modifications<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">As earlier than, you\u2019ll proceed to pay for the underlying storage backend you utilize. However Azure Container Storage variations 2.0.0 and past will now not cost a per-GB month-to-month payment for storage swimming pools bigger than 5 TiB for each our first social gathering managed and open-source model, making the service now fully free to make use of. Provision as a lot storage as you want with out worrying about further administration charges. This implies you get enterprise-grade storage orchestration and breakthrough efficiency with none further service prices\u2014simply pure worth to your Kubernetes workloads.<\/p>\n<h3 class=\"wp-block-heading\" id=\"enhanced-performance-with-reduced-resource-consumption\"><span class=\"ez-toc-section\" id=\"Enhanced_efficiency_with_lowered_useful_resource_consumption\"><\/span>Enhanced efficiency with lowered useful resource consumption<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">This launch of Azure Container Storage is optimized particularly for native NVMe drives supplied with quite a lot of VM households. This focus unlocks the quickest doable I\/O efficiency to your most demanding workloads whereas decreasing infrastructure prices.<\/p>\n<p class=\"wp-block-paragraph\">Maybe most enjoyable, this newest model of Azure Container Storage on native NVMe is now sooner than ever earlier than. We\u2019ve rebuilt our structure from the bottom up\u2014from the kernel stage to the management aircraft\u2014to push the boundaries of our storage orchestrator. This dramatic pace enchancment comes with an equally spectacular discount in cluster useful resource consumption. Beforehand, Azure Container Storage on native NVMe had three efficiency modes that would devour 12.5%, 25%, or 50% of your node pool\u2019s CPU cores. Azure Container Storage v2.0.0 now not has efficiency tiers. As a substitute, it delivers superior efficiency whereas utilizing fewer sources than even our earlier lowest-impact setting. This interprets on to value financial savings\u2014you get higher efficiency whereas releasing up CPU capability to your functions to carry out even sooner.<\/p>\n<p class=\"wp-block-paragraph\">Let\u2019s take a look at the benchmarks. On <a href=\"https:\/\/github.com\/axboe\/fio\" target=\"_blank\" rel=\"noreferrer noopener\"><em>fio<\/em> (Versatile I\/O Tester)<\/a>, the open-source business normal for storage testing, Azure Container Storage on NVMe delivers roughly <strong>7 instances greater IOPS<\/strong> and <strong>4 instances much less latency<\/strong> in comparison with the earlier model.<\/p>\n<p class=\"wp-block-paragraph\">However how does this translate to actual workloads? We examined our personal <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/aks\/postgresql-ha-overview\" target=\"_blank\" rel=\"noreferrer noopener\">PostgreSQL for AKS deployment information<\/a> and located that PostgreSQL\u2019s transactions per second improved by <strong>60%<\/strong> whereas slicing latency by over <strong>30%<\/strong>. For database-driven functions, this implies sooner question responses, greater throughput, and higher person experiences.<\/p>\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" alt=\"Transactions per sec, higher is better.\" class=\"wp-image-45967 webp-format\" srcset=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/09\/image-12.webp\"\/><\/figure>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" alt=\"Latency comparison, lower is better.\" class=\"wp-image-45968 webp-format\" srcset=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/09\/image-13.webp\"\/><\/figure>\n<\/div>\n<p class=\"wp-block-paragraph\">All in all, Azure Container Storage delivers a big efficiency enhance for I\/O-demanding workloads out of the field with out further configuration wanted, providing builders a easy but highly effective device of their cloud-native arsenal.<\/p>\n<h3 class=\"wp-block-heading\" id=\"accelerated-ai-model-loading-and-kaito-integration\"><span class=\"ez-toc-section\" id=\"Accelerated_AI_mannequin_loading_and_KAITO_Integration\"><\/span>Accelerated AI mannequin loading and KAITO Integration<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">For AI and machine studying workloads, mannequin loading time is usually a vital bottleneck. Azure VMs geared up with GPUs have native NVMe drives accessible. With the most recent NVMe enhancements within the new v2.0.0 model, Azure Container Storage takes benefit of this {hardware} by dramatically accelerating mannequin file loading for AI inferencing workloads. With our <a href=\"https:\/\/blog.aks.azure.com\/2025\/07\/02\/kaito-inference-with-acstor\" target=\"_blank\" rel=\"noreferrer noopener\">current integration with KAITO<\/a>, <a href=\"https:\/\/github.com\/kaito-project\/kaito\" target=\"_blank\" rel=\"noreferrer noopener\">the primary Kubernetes-native controller for automating AI mannequin deployment<\/a>, now you can deploy and scale AI fashions sooner than ever, decreasing time-to-inference and enhancing total AI utility responsiveness.<\/p>\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" alt=\"Diagram of KAITO distributed inference with A C Stor.\" class=\"wp-image-46013 webp-format\" srcset=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/09\/thumbnail_image001.webp\"\/><figcaption class=\"wp-element-caption\">Above: <em>Azure Container Storage offering quick NVMe-backed storage for mannequin recordsdata<\/em><\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">We loaded Llama-3.1-8B-Instruct LLM and located a <strong>5 instances enchancment<\/strong>\u00a0in mannequin file loading pace with Azure Container Storage v2.0.0, in comparison with utilizing an ephemeral OS disk.<\/p>\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" alt=\"A graph of data being used\" class=\"wp-image-45991 webp-format\" srcset=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2025\/09\/download-1.webp\"\/><\/figure>\n<h3 class=\"wp-block-heading\" id=\"more-flexible-scaling-options\"><span class=\"ez-toc-section\" id=\"Extra_versatile_scaling_choices\"><\/span>Extra versatile scaling choices<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">Azure Container Storage beforehand required a minimal of three nodes when utilizing ephemeral drives. It now works with clusters of any measurement, together with single-node deployments. This flexibility is especially priceless for functions with strong built-in replication or backup capabilities, improvement environments, and edge deployments the place you want high-performance storage with out the overhead of bigger clusters. The elimination of minimal node necessities additionally reduces prices for smaller deployments whereas sustaining the identical high-performance capabilities.<\/p>\n<h3 class=\"wp-block-heading\" id=\"open-source-and-community-support\"><span class=\"ez-toc-section\" id=\"Open_supply_and_group_assist\"><\/span>Open supply and group assist<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p class=\"wp-block-paragraph\">We acknowledge how necessary the open-source group is to the well being and spirit of the Kubernetes ecosystem. Azure Container Storage model 2.0.0 is now constructed on our newly created open-source repositories, making it accessible to the broader Kubernetes group.<\/p>\n<p class=\"wp-block-paragraph\">Whether or not you want the Azure-managed model for seamless AKS integration or want the group open-source model for self-hosted Kubernetes clusters, you get the identical nice product and options. The open-source method additionally means simpler set up, higher transparency, and the flexibility to contribute to the venture\u2019s evolution.<\/p>\n<p class=\"wp-block-paragraph\">Discover our open-source repository (<a href=\"https:\/\/github.com\/Azure\/local-csi-driver\" target=\"_blank\" rel=\"noreferrer noopener\">local-csi-driver<\/a>), and be taught extra about our associated block storage merchandise: <\/p>\n<h2 class=\"wp-block-heading\" id=\"in-summary\"><span class=\"ez-toc-section\" id=\"In_abstract\"><\/span>In abstract<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">This main replace to Azure Container Storage delivers a sooner and leaner high-performance Kubernetes storage platform. Right here\u2019s what you get:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>Included out of the field:<\/strong> This launch focuses on ephemeral drives (native NVMe and short-term SSD) supplied with <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/virtual-machines\/nvme-overview\" target=\"_blank\" rel=\"noreferrer noopener\">choose VM households<\/a>, together with <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/virtual-machines\/sizes\/overview?tabs=breakdownseries%2Cgeneralsizelist%2Ccomputesizelist%2Cmemorysizelist%2Cstoragesizelist%2Cgpusizelist%2Cfpgasizelist%2Chpcsizelist#storage-optimized\" target=\"_blank\" rel=\"noreferrer noopener\">storage-optimized L-series<\/a>, <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/virtual-machines\/sizes\/overview?tabs=breakdownseries%2Cgeneralsizelist%2Ccomputesizelist%2Cmemorysizelist%2Cstoragesizelist%2Cgpusizelist%2Cfpgasizelist%2Chpcsizelist#gpu-accelerated\" target=\"_blank\" rel=\"noreferrer noopener\">GPU-enabled ND-series<\/a>, and <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/virtual-machines\/sizes\/general-purpose\/dadsv6-series?tabs=sizestoragelocal\" target=\"_blank\" rel=\"noreferrer noopener\">general-purpose Da-series<\/a>.<\/li>\n<li class=\"wp-block-list-item\"><strong>Enhanced workload assist:<\/strong> Optimized for demanding functions like <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/aks\/postgresql-ha-overview\" target=\"_blank\" rel=\"noreferrer noopener\">PostgreSQL databases<\/a> and <a href=\"https:\/\/github.com\/kaito-project\/kaito\" target=\"_blank\" rel=\"noreferrer noopener\">KAITO<\/a>-managed AI mannequin serving.<\/li>\n<li class=\"wp-block-list-item\"><strong>Superior efficiency:<\/strong> 7 instances enchancment in learn\/write IOPS and 4 instances discount in latency, with 60% higher PostgreSQL transaction throughput.<\/li>\n<li class=\"wp-block-list-item\"><strong>Open supply:<\/strong> Constructed on open-source foundations with <a href=\"https:\/\/github.com\/Azure\/local-csi-driver\" target=\"_blank\" rel=\"noreferrer noopener\">group repositories<\/a> for simpler set up on any Kubernetes cluster.<\/li>\n<li class=\"wp-block-list-item\"><strong>Versatile scaling:<\/strong> Deploy on clusters with as few as one node\u2014no minimal cluster measurement necessities.<\/li>\n<li class=\"wp-block-list-item\"><strong>Zero service charges:<\/strong> Utterly free to make use of for all storage pool sizes\u2014you solely pay for underlying storage.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"getting-started\"><span class=\"ez-toc-section\" id=\"Getting_began\"><\/span>Getting began<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p class=\"wp-block-paragraph\">Able to expertise the efficiency enhance? Listed below are your subsequent steps:<\/p>\n<p class=\"wp-block-paragraph\">No matter your workload, Azure Container Storage offers the efficiency and ease you anticipate from fashionable cloud-native storage. We\u2019re excited to see what you construct\u2014and we\u2019d love to listen to your suggestions. Pleased hacking!<\/p>\n<\/p><\/div>\n<p><script>\n\t\tfunction facebookTracking() {\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>The subsequent main launch of Azure Container Storage delivers as much as 7 instances greater IOPS and 4 instances much less latency in comparison with earlier variations. Extra firms than ever earlier than are selecting to run stateful workloads\u2014similar to relational databases, AI inferencing, and messaging queues\u2014on Kubernetes. For builders constructing on Kubernetes, storage efficiency [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14404,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[],"class_list":["post-14402","post","type-post","status-publish","format-standard","has-post-thumbnail","category-iot"],"_links":{"self":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/14402","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=14402"}],"version-history":[{"count":1,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/14402\/revisions"}],"predecessor-version":[{"id":14403,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/posts\/14402\/revisions\/14403"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=\/wp\/v2\/media\/14404"}],"wp:attachment":[{"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14402"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14402"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aireviewirush.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14402"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}