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This architecture diagram illustrates a Microsoft Azure AI Landing Zone Pattern — a scalable, secure, and well-governed framework for deploying AI workloads across multiple subscriptions in an enterprise environment.…
Governance Principles Least Privilege: Grant only the permissions required for each role. Segregation of Duties (SoD): Separate responsibilities for build, deploy, operate, and secure. Environment Guardrails: Dev → open for experimentation. Nonprod → controlled integration and validation. …
Introduction Accelerate your migration and modernization journey with Azure Essentials, Azure Migrate, and GitHub Copilot—empowering your organization to join the ranks of Frontier Firms: businesses that put AI and cloud…
Recently, we have seen a surge in requests from customers and Microsoft partners seeking guidance on building and deploying agentic solutions at various scales. With the rise of Generative AI,…
Scenario: Bringing Literature to Life with Immersive AI In many high schools across the United States, reading literary classics is a rite of passage—but for many students, it’s also a…
What Is the Azure Well-Architected Framework? The Azure Well-Architected Framework is a set of guiding principles that help cloud architects build high-quality solutions on Azure. It is structured around five…
Introducing Azure Local Training: Empowering You to Succeed We’re excited to announce the launch of the Azure Local Training Program — a comprehensive, self-paced learning experience designed to empower customer…
Solution ideas The original framework introduced several Logic App and Function App patterns for SQL BPA, Update Manager, Cost Management, Anomaly Detection, and Smart Doc creation. In this article we…
Industry: Energy Location: North America Executive Summary: AI-Driven Multi-Agent Knowledge and IT Support Solution for an Energy Industry Firm A North American energy company sought to modernize its legacy knowledge…
Scenario Once a loan application is submitted, financial institutions must process a variety of supporting documents—including pay stubs, tax returns, credit reports, and bank statements—before a loan can be approved.…
Table of Contents Abstract Introduction Enterprise RAG: Challenges and Requirements NVIDIA AI Blueprint for RAG Adapting the Blueprint for Azure Deployment Azure NetApp Files: Powering High-Performance RAG Workloads Why Azure…
Table of Contents Abstract Introduction EDA Cloud-Compute scenarios Scenario 1: Burst to Azure from on-premises Data Center Scenario 2: “24x7 Single Set Workload” Scenario 3: "Data Center Supplement" Summary Abstract…
In today’s data-driven landscape, the ability to access and interpret information in a human-readable format is increasingly valuable. Being able to interact with and query your database in natural language…
When integrating Azure resources like Logic Apps, Function Apps, or Azure VMs with SharePoint Online, you often need secure and granular access control. Rather than handling credentials manually, Managed Identity…
Overview The Azure Training Maps are a comprehensive visual guide to the Azure ecosystem, integrating all the resources, tools, structures, and connections covered in the course into one inclusive diagram.…
Monitoring the availability and performance of web applications is crucial to ensuring a seamless user experience. Azure Application Insights provides powerful synthetic monitoring capabilities to help detect issues proactively. However,…
The cost and performance benefits of moving your workload to the cloud are clear — reduced latency, improved elasticity, and great agility of resources — but it’s also critical to…
Authors: Radu Dilirici (radudilirici@microsoft.com) Ioan Dragan (ioan.dragan@microsoft.com) Ciprian Amzuloiu (camzuloiu@microsoft.com) Introduction The initial Resilient Ecommerce Reference Application demonstrated the best practices to achieve regional resiliency using Azure’s availability zones. Expanding…
Overview What is RAG and Why Advanced RAG? Retrieval-Augmented Generation (RAG) is a natural language processing technique that combines the strengths of retrieval-based and generation-based models. It uses search algorithms…
Introduction As organizations increasingly integrate AI into their applications, securing access to Azure OpenAI services becomes a critical priority. By default, Azure OpenAI can be exposed over the public internet,…
In this blog, we present a tapestry of authentic stories from real Azure customers. You will read about how AI-empowered applications are revolutionizing enterprises and the myriad ways organizations choose…
Table of Contents Introduction Prerequisites Install the NetApp Connector for Copilot Config.json ConnectionInfo.json CustomConnectorPortMap.json Manifest.json Uninstallation Demonstration Summary Additional information Introduction Imagine a world where your on-premises and enterprise…
Overview With the introduction of Azure AI Foundry, integrating various AI services to streamline AI solution development and deployment of Agentic AI Workflow solutions like multi-modal, multi-model, dynamic & interactive Agents etc.…
Azure NetApp Files, built on NetApp technology, allows file-based applications to benefit from the scale, agility and economics of public cloud. F5 is a technology company specializing in application security,…
Table of Contents Introduction Prerequisites Install the NetApp Connector for Copilot Adding Additional Connectors Demonstration Summary Additional information Introduction Imagine a world where your on-premises and enterprise cloud files…
Overview The Course Blueprint is a comprehensive visual guide to the Azure ecosystem, integrating all the resources, tools, structures, and connections covered in the course into one inclusive diagram. It…
Solutions idea This solution series shows some examples of how Azure OpenAI and its LLM models can be used on Operations and FinOps issues. With a view to the use…
Authors: Ioan Dragan (ioan.dragan@microsoft.com) Ciprian Amzuloiu (camzuloiu@microsoft.com) Dragos Unguru (ungurud@microsoft.com) Introduction The Resilient Ecommerce Reference Application is a synthetic workload that mirrors a simple, bare-bones, e-commerce platform. The purpose of…
This article highlights an innovative automated solution designed to transform the processing of insurance claim forms for the insurance industry. Previously, underwriters were limited to handling just two to three…
The pace of AI innovation is moving incredibly fast with new models and solutions emerging regularly. To meet the pace of technological advancements, organizations are striving to meet the demand…
Announcing comprehensive guidance for AI adoption and architecture The pace of AI innovation is moving incredibly fast with new models and solutions emerging regularly. To meet the pace of technological…
Solution idea This solution shows how data from a CRM can be used as the grounding data in a retrieval augmented generation (RAG) pattern. The AI assistant can help resolve…
Application Overview The purpose of this sample application is to demonstrate the usage of Azure Active Directory B2C (Azure AD B2C) for authentication and authorization in a full-stack web application…
Section 1: Introduction Historically, data extraction from unstructured documents was a manual and tedious process. It consisted of a combination of constant human involvement or the incorporation of tools…
As cloud engineers and architects embrace containerization, ensuring secure communication becomes paramount. Data transmission and access control are critical aspects of security that need to be considered. SSH tunneling is…
Table of Contents Introduction Why Azure NetApp Files? DoD IL5 compliance in Azure Government Azure NetApp Files reaches feature parity between Azure Government and Azure Commercial New Azure NetApp Files…
This Azure Architecture Blog was written in conjunction with Isaac Gritz, Senior Solutions Architect, at Databricks. The Data Intelligence End-to-End Architecture provides a scalable, secure foundation for analytics, AI, and…
Azure AI Studio is designed to cater to the growing needs of developers seeking to integrate advanced AI capabilities into their applications with a focus on operational excellence. Addressing…
As the demand for scalable, efficient AI cloud solutions grows, many organizations are looking to be AI Ready. AI is not only a powerful tool for innovation and insights, but…
Azure Stack HCI is a hyperconverged infrastructure (HCI) solution that provides storage, network, and compute resources in on-premises or edge locations. It supports the creation and management of Windows…
The "Chat with Your Data" reference architecture is a modern, transformative solution designed for businesses that need to streamline their knowledge retrieval and synthesis. It empowers users to engage with…
In an era where information is paramount, Microsoft presents the "Build Your Own AI Assistant" reference architecture, a robust framework designed to create customized AI assistants that can search, summarize,…
Introduction First, let’s provide an overview of how Cosmos DB is being used in this scenario. As per the architectural overview shown below, there are an ecosystem of Customer systems…
Azure API Management (APIM) is a cloud-based service that enables you to create, publish and manage your APIs behind a secure, consistent façade. You can create and manage policies that…
