{"id":1128,"date":"2025-07-03T23:03:35","date_gmt":"2025-07-03T23:03:35","guid":{"rendered":"https:\/\/devblogs.microsoft.com\/all-things-azure\/?p=1128"},"modified":"2025-12-03T17:15:46","modified_gmt":"2025-12-03T17:15:46","slug":"automating-secure-and-scalable-ai-deployments-on-azure-with-hashicorp","status":"publish","type":"post","link":"https:\/\/devblogs.microsoft.com\/all-things-azure\/automating-secure-and-scalable-ai-deployments-on-azure-with-hashicorp\/","title":{"rendered":"Automating Secure and Scalable AI Deployments on Azure with HashiCorp"},"content":{"rendered":"<p><span data-contrast=\"auto\">While the promise of AI continues to generate momentum, many organizations face a familiar challenge: getting AI projects beyond the prototype phase. According to Gartner, only 30% of AI initiatives make it into production, and RAND reports that up to 80%\u00a0fail to\u00a0deliver expected outcomes.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The problem\u00a0isn\u2019t\u00a0model quality \u2014\u00a0it\u2019s\u00a0platform readiness. To deliver AI successfully, you need more than cloud infrastructure. You need a repeatable, secure, and governed platform built for modern, data-intensive workloads.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"1\"><span data-contrast=\"none\">The Shift: From Running AI in the Cloud to Building the Cloud for AI\u00a0<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Deploying AI workloads in the cloud introduces operational complexity:\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Infrastructure must be provisioned across teams and environments.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Models and pipelines need secure access to sensitive data.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Agent-based systems require controlled permissions and execution boundaries.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Environments must meet enterprise security, compliance, and audit requirements.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">AI workloads\u00a0aren\u2019t\u00a0traditional apps \u2014 they span services, APIs, users, and machine-to-machine communication. And the attack surface grows with each agent or integration introduced.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Rather than solving these problems after the fact, platform teams are adopting an infrastructure-as-code approach to AI environments, treating security and scalability as part of the delivery pipeline.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"1\"><span data-contrast=\"none\">HashiCorp\u00a0+ Azure: Automate the AI Infrastructure Lifecycle\u00a0<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Using\u00a0HashiCorp\u00a0and Azure, platform teams can build an automated foundation for secure and scalable AI deployments.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ol>\n<li><span data-contrast=\"auto\">Provision repeatable environments with Terraform and Azure Verified Modules <\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ol>\n<p style=\"padding-left: 80px;\"><span data-contrast=\"auto\">Define infrastructure as code using Terraform and deploy Azure resources \u2014 including\u00a0compute, networking, and storage \u2014 using Azure Verified Modules that follow Microsoft\u2019s standards. This enables repeatable, production-grade environments with built-in compliance and best practices.\u00a0<\/span><span data-ccp-props=\"{&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<p style=\"padding-left: 40px;\"><span data-contrast=\"auto\">2. Secure access with Vault <\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p style=\"padding-left: 80px;\"><span data-contrast=\"auto\">Use Vault to centrally manage access to credentials, secrets, and sensitive data. Vault supports dynamic secrets, identity-based access, and control groups for human-in-the-loop approval \u2014 critical for managing access to LLMs, data pipelines, and prompt injection risks.<\/span><span data-ccp-props=\"{&quot;335559685&quot;:630,&quot;469777462&quot;:[810,900],&quot;469777927&quot;:[0,0],&quot;469777928&quot;:[1,1]}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-content\/uploads\/sites\/83\/2025\/07\/HashiCorp-blog-visual.png\"><img decoding=\"async\" class=\"alignnone size-full wp-image-1148\" src=\"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-content\/uploads\/sites\/83\/2025\/07\/HashiCorp-blog-visual.png\" alt=\"HashiCorp blog visual image\" width=\"16000\" height=\"8344\" \/><\/a><\/p>\n<p style=\"padding-left: 40px;\"><span data-contrast=\"auto\">3. Enable self-service with HCP Terraform <\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p style=\"padding-left: 80px;\"><span data-contrast=\"auto\">Deploy with confidence using HCP Terraform to manage remote state, apply policy as code (Sentinel), and integrate infrastructure changes into CI\/CD workflows. Platform teams can expose secure, reusable environments to internal AI or ML teams \u2014 without losing control.<\/span><span data-ccp-props=\"{&quot;335559685&quot;:720}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"1\"><span data-contrast=\"none\">Scaling AI Safely: Guardrails for Agentic Workloads\u00a0<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Modern AI\u00a0architectures\u00a0(e.g.\u00a0RAG, orchestration agents, tool-using LLMs) present new operational risks:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Unbounded API access\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Prompt injection and data exfiltration\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Escalated permissions across chained systems<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"auto\">With\u00a0HashiCorp, platform teams can implement security guardrails early:\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Enforce\u00a0least\u00a0privilege and short-lived credentials with Vault\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Apply infrastructure policy at plan time with Sentinel\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Create secure patterns for AI deployment via modules and registries<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/li>\n<\/ul>\n<h2 aria-level=\"1\"><span data-contrast=\"none\">Build a Platform AI Can Trust\u00a0<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">AI outcomes are only as reliable as the infrastructure they run on. By automating provisioning, securing access, and enforcing policy through code, platform teams can give data science and AI teams what they need \u2014 without\u00a0compromising on\u00a0security, scalability, or compliance.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<h2 aria-level=\"1\"><span data-contrast=\"none\">Resources<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335559738&quot;:360,&quot;335559739&quot;:80}\">\u00a0<\/span><\/h2>\n<p><a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fdeveloper.hashicorp.com%2F&amp;data=05%7C02%7Cv-arbitrioa%40microsoft.com%7C693148c30489400ba74208dda9a331cc%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C638853240746486753%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&amp;sdata=GNMd9z%2BhkjZ9HSHBp4fViT3l3QKL%2FWeyDh%2Fhh7ZIpLc%3D&amp;reserved=0\"><span data-contrast=\"none\">HashiCorp\u00a0Developer site<\/span><\/a><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><a href=\"https:\/\/portal.cloud.hashicorp.com\/sign-in\"><span data-contrast=\"none\">Free\u00a0trial of the\u00a0HashiCorp\u00a0Cloud Platform<\/span><\/a><span data-contrast=\"auto\">\u202f<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>While the promise of AI continues to generate momentum, many organizations face a familiar challenge: getting AI projects beyond the prototype phase. According to Gartner, only 30% of AI initiatives make it into production, and RAND reports that up to 80%\u00a0fail to\u00a0deliver expected outcomes.\u00a0\u00a0 The problem\u00a0isn\u2019t\u00a0model quality \u2014\u00a0it\u2019s\u00a0platform readiness. To deliver AI successfully, you need [&hellip;]<\/p>\n","protected":false},"author":172649,"featured_media":1148,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[84,85,30,83,86],"class_list":["post-1128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-azure","tag-agentic","tag-agentic-workloads","tag-ai","tag-ai-infrastructure","tag-ai-platform"],"acf":[],"blog_post_summary":"<p>While the promise of AI continues to generate momentum, many organizations face a familiar challenge: getting AI projects beyond the prototype phase. According to Gartner, only 30% of AI initiatives make it into production, and RAND reports that up to 80%\u00a0fail to\u00a0deliver expected outcomes.\u00a0\u00a0 The problem\u00a0isn\u2019t\u00a0model quality \u2014\u00a0it\u2019s\u00a0platform readiness. To deliver AI successfully, you need [&hellip;]<\/p>\n","_links":{"self":[{"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/posts\/1128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/users\/172649"}],"replies":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/comments?post=1128"}],"version-history":[{"count":0,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/posts\/1128\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/media\/1148"}],"wp:attachment":[{"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/media?parent=1128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/categories?post=1128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devblogs.microsoft.com\/all-things-azure\/wp-json\/wp\/v2\/tags?post=1128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}