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What's new in Azure Architecture Center
The Azure Architecture Center (AAC) helps you design, build, and operate solutions on Azure. Learn about the cloud architectural styles and design patterns. Use the technology choices and guides to decide the services that are right for your solution. The guidance is based on all aspects of building for the cloud, such as reliability, security, cost optimization, operations, and performance.
The following new and updated articles have recently been published in the Azure Architecture Center.
October 2026
New articles
- Azure NetApp Files Object REST API for data and AI integration
- Multitenancy and Azure Blob Storage
- Multitenancy and Azure Files
- Multitenancy and Azure Queue Storage
- Multitenancy and Azure Table Storage
- Event-driven cache updates with Azure Managed Redis and Azure Cosmos DB
- Cache-aside caching using Azure Managed Redis and Azure Database for PostgreSQL
- Agentic behavior engineering
- Multitenancy and Foundry Models
Updated articles
- Azure Virtual Machines baseline architecture in an Azure landing zone (#7293a6e6f4)
- Run SAP NetWeaver in Windows on Azure (#65d4a29aec)
- Workload identity and access in EKS and AKS (#c7585148e2)
- SAP S/4HANA in Linux on Azure (#4b76d217ad)
- Cross-tenant secure access to apps by using private endpoints (#65e7ee3a6c)
- Migrate an Oracle database to OD@A Exadata Database Service (#5b0f18580f)
- Azure Local hyperconverged baseline reference architecture (#9380c58efb)
- Run Apache Cassandra on Azure VMs (#78b1d24e59)
- Multitenancy and Azure SQL Database (#3f198475af)
- RESTful web API implementation best practices (#dcf2965953)
- Multitenancy and Azure Cosmos DB (#e6ec21bb57)
- Agentic AI for the OPC UA reference solution (#5a82edfa64)
- IPv6 hub-spoke network topology (#5a82edfa64)
- Azure Managed Redis considerations for multitenancy (#7d86fffe08)
- Multitenancy and Azure Event Hubs (#6fefefc0aa)
- Azure Service Bus considerations for multitenancy (#6fefefc0aa)
- Baseline Microsoft Foundry chat reference architecture (#eed9febb32)
- Replicate mainframe data by using Precisely Connect (#503d4a2df3)
- Multitenancy and Application Insights (#ddb9e4d73a)
- Use Azure Key Vault in a multitenant solution (#440868fea8)
- Azure Local hyperconverged baseline reference architecture (#d3a4addd60)
- Azure Local hyperconverged storage switchless architecture (#d3a4addd60)
- Troubleshoot a hybrid VPN connection (#af3bf2fde7)
- Certificate life cycle management on Azure (#f14e31fd3f)
- Azure hybrid options (#d05524924a)
- Build the first layer of defense by using Azure security services (#8861b8cc46)
- Choose an Azure AI technology (#35baff0976)
- Data streaming with AKS (#9bd3341a7e)
- Baseline architecture for an Azure Kubernetes Service (AKS) cluster (#a5de0c5413)
- Compare AWS and Azure database services (#694a4c546a)
- Comparing AWS and Azure regions and zones (#694a4c546a)
- Compare AWS and Azure resource management (#694a4c546a)
- Compare storage services on Azure and AWS (#694a4c546a)
- Baseline highly available zone-redundant web application (#12df84b071, #8d537f34b4)
- CDN guidance (#d14aa20410)
- Gateway Offloading pattern (#d14aa20410)
- Static Content Hosting pattern (#d14aa20410)
- Autoscaling guidance (#03e41c0834)
- Prevent IPv4 exhaustion in Azure (#a19634b428)
- Azure App Service and Azure Functions considerations for multitenancy (#0bce29bdfe)
- Use Azure API Management in a multitenant solution (#fbf84244ea)
- Build and deploy custom document processing models on Azure (#ef2c98d824)
- Generative AI operations for organizations with MLOps investments (#b0dd204b33)
- Choose a Kubernetes at the edge compute option (#475053c703)
- Implement a secure hybrid network (#913ecec432)
- Azure VPN Gateway site-to-site connectivity for hybrid networks (#913ecec432)
- Choose the right AI model for your workload (#1b11d5563c)
- Busy Front End antipattern (#60e4fa7c56)
- Synchronous I/O antipattern (#a5a1441ee2)
- Basic web application (#fedddecbf9)
- Baseline architecture for an Azure Kubernetes Service (AKS) cluster (#fabbe47e91)
- Manage Kubernetes nodes and node pools (#558eeae28a)
- Cost management for Kubernetes (#1184f5ec19)
- Compare AWS and Azure identity management solutions (#06821e960c)
- Disaster recovery architecture for an Azure data platform (#b07515eff2)
- Hub-spoke network topology in Azure (#b07515eff2)
- Hub-spoke network topology using Azure Virtual WAN (#b07515eff2)
- Massive-scale VWAN architecture design (#b07515eff2)
- Connect an on-premises network to Azure by using ExpressRoute (#b07515eff2)
- Connect an on-premises network to Azure (#b07515eff2)
September 2026
New articles
- AI inferencing with Silk virtual SAN
- Compare AWS and Azure analytics services
- Baseline Azure Machine Learning inference reference architecture
- Considerations for multitenant agentic systems
Updated articles
- Deploy microservices with Azure Container Apps and Dapr (#c2b2d40458)
- Scale out an Azure IoT Hub solution to support millions of devices (#d5b9086355)
- Connect Azure Managed Grafana to the OPC UA reference solution (#5f2043fe6e)
- Import OPC UA information models from the UA Cloud Library (#dc4970afc0)
- Manage Kubernetes nodes and node pools (#9d4cf39e60)
- Baseline Microsoft Foundry chat reference architecture (#5dc8540d66, #9ef10bb9f7)
- Idempotent Consumer pattern (#8f586c0634)
- Extract and analyze call center data (#9ae655807c)
- High-performance computing (HPC) on Azure (#9b503a2b1b)
- Minimize coordination (#48078bba5d)
- Deploy Microservices to Azure Container Apps (#9ef10bb9f7)
- Azure Virtual Machines baseline architecture (#9ef10bb9f7)
- Baseline highly available zone-redundant web application (#9ef10bb9f7)
- WordPress on Azure (#8e27865282)
- Enable an industrial dataspace on Azure (#3593d4cda1)
- Multitenancy and Azure App Configuration (#bef1a19651)
- Azure Data Factory baseline architecture in an Azure landing zone (#4d7caf2220)
- Workload identity and access in EKS and AKS (#b8dff3c867)
- OPC UA reference solution (#b19a3a42bf)
- Azure hybrid options (#0dfe9874bb)
- Get started with Azure hybrid and adaptive cloud architecture (#0dfe9874bb)
- Technology choices for Azure solutions (#0dfe9874bb)
- Agentic AI for the OPC UA reference solution (#0aa7dc7aa7)
- Modern data warehouse medallion architecture in Microsoft Fabric (#65d8f63c46)
- Use Azure Key Vault in a multitenant solution (#26b6bb87f5)
- Baseline architecture for an Azure Kubernetes Service (AKS) cluster (#1c25de3a5c)
- Administer SQL Server with Azure Arc (#c1891c9b29)
- Connect Dynamics 365 Field Service to the OPC UA reference solution (#30e8b55993)
- Connect an on-premises SAP system to the OPC UA reference solution (#04137ab866)
- Automate API Management configuration deployments by using APIOps CLI (#c49a38aa70)
- Network secure ingress pattern implementation with Azure Front Door Premium tier (#581c29877d)
- Compare AWS and Azure messaging services (#3650e75c19, #4d84eeeaba)
- Compare AWS and Azure AI and machine learning services (#1ebd06d07d)
- Compare AWS and Azure database services (#1ebd06d07d)
- Implement advanced monitoring for Foundry Models through a gateway (#62cbd5d82b)
- IPv6 hub-and-spoke network topology (#95cdc7a0f8)
- Multilayered protection for Azure virtual machine access (#db0db0a60e)
- Choose an Azure service for vector search (#0addc6de32)
- Troubleshoot network problems in AKS clusters (#b23216b8da)
- Azure Sandbox (#df5a20cb50)
- Azure Kubernetes Service (AKS) baseline architecture for Azure Local (#205812fd97)
- Deploy containerized apps with AKS Hybrid and Edge by using GitOps (#205812fd97)
- Materialized View pattern (#7571ef9286)
- Claim Check pattern (#a41f5d84c4)
- Gateway Offloading pattern (#8f5f5d0765)
- Index Table pattern (#b3f978a886)
- Health Endpoint Monitoring pattern (#9fdb775034)
- Scheduler agent supervisor pattern (#498e83a207)
- Stream processing with Databricks (#719816f82a)
- Advanced Azure Kubernetes Service (AKS) microservices architecture (#d1f3ce74d7)
August 2026
New articles
- Build portable applications with adaptive apps
- Connect an on-premises network to Azure by using ExpressRoute
- Azure VPN Gateway site-to-site connectivity for hybrid networks
- Idempotent consumer pattern
Updated articles
- OPC UA reference solution (#a3d2abba45, #119e358ad6)
- Connect Azure Data Explorer to the reference solution (#6067c4605c)
- Connect Power BI to the OPC UA reference solution (#2de7f204dd)
- Connect Microsoft Fabric to the OPC UA reference solution (#560a256193)
- CDN guidance (#11fc2cfdca)
- Best practices for monitoring and diagnostics (#9248c5a1db)
- Improper instantiation antipattern (#5eeb7f5510)
- Multilayered protection for Azure virtual machine access (#dd0124d7e6)
- Baseline Microsoft Foundry chat reference architecture (#8a5089799a)
- Baseline Microsoft Foundry chat reference architecture in an Azure landing zone (#8a5089799a)
- Build a CI/CD pipeline for microservices on Kubernetes by using Azure DevOps and Helm (#f69851e7c8)
- Kubernetes cluster governance (#334a7eaa53)
- Manage Microsoft 365 tenant configuration by using Microsoft365DSC and Azure DevOps (#2b3c89f714)
- Baseline architecture for an Azure Kubernetes Service (AKS) cluster (#0127319561)
- High availability enterprise deployment that uses App Service Environment (#814696e1be)
- Build and deploy custom document processing models on Azure (#a63a83cbe8)
- Choose an Azure service for vector search (#0071e2e4fb)
- Integrate Event Hubs with serverless functions on Azure (#dd0d085b45)
- Monitor Azure Functions and Event Hubs (#b390884633)
- SAP HANA for Linux VMs in scale-up systems (#4a6765ec98)
- AI and machine learning products (#0a9db72411)
- Deploy IBM Maximo Application Suite (MAS) on Azure (#ad9065490e)
- Cross-region resiliency for SQL TDE with Azure Key Vault Managed HSM (#6626bf8aea)
- Priority queue pattern (#2fd976af79)
- Architectural approaches for governance and compliance in multitenant solutions (#a291a33366)
- Connect an on-premises network to Azure (#0b6c02de25)
- Use site-to-site VPN as failover for Azure ExpressRoute (#0b6c02de25)
- Hub-spoke network topology using Azure Virtual WAN (#9774ddf8b4)
- Comparing AWS and Azure regions and zones (#f1f9127cec)
- Quantum computing integration with classical apps (#f5fe025929)
- Connect Azure Databricks to the reference solution (#ddb618c6e0)
- Architectural approaches for storage and data in multitenant solutions (#1b2ebd1892)
- Architectural approaches for cost management and allocation in a multitenant solution (#7308a881b9)
- Design a secure multitenant RAG inferencing solution (#0247678b74)
- DevSecOps on Azure Kubernetes Service (AKS) (#4849927c23)
- Extract text from objects using Power Automate and AI Builder (#bd96bd15ee)
- Azure Virtual Machines baseline architecture in an Azure landing zone (#8ecd7bfd33)
- Migrate IBM z/OS OLTP Workloads to Azure (#c36a65341e)
- Analytics End-to-End with Microsoft Fabric (#9d9d79fbad)
- Migrate Mainframe Data to Azure (#9d9d79fbad)
- High-volume batch transaction processing (#9d9d79fbad)
- Azure Virtual Machines baseline architecture (#8d2557bb82)
- Baseline Microsoft Foundry Chat Reference Architecture (#d6222cf5b2)
- Basic Enterprise Integration on Azure (#51a8c2f1f6)
- Microservices Architecture on Azure Kubernetes Service (#ee81f837a4)
- Stream Processing with Databricks (#ee81f837a4)
- Stream processing with Stream Analytics (#ee81f837a4)
- Use Azure Front Door to Secure AKS Workloads (#dc1817c338)
- Big Data Architectures (#2af2fb9410)
- Use a Message Broker and Events to Integrate Enterprise Systems (#758ae766d6)
- Deploy Microservices to Azure Container Apps (#758ae766d6)
- Deploy Microservices with Azure Container Apps and Dapr (#758ae766d6)
- Advanced Azure Kubernetes Service (AKS) Microservices Architecture (#758ae766d6)
- Sidecar pattern (#2859494d8f)
- Move archive data from mainframe systems to Azure (#afe54b6798)
- Modern data warehouse medallion architecture in Microsoft Fabric (#0f4f8554cf)
- Choose an Azure AI image and video processing and generation technology (#179369cce0)
July 2026
New articles
- Agentic AI for the reference solution
- Connect Azure Data Explorer to the reference solution
- Connect Microsoft Dynamics 365 Field Service to the reference solution
- Connect Azure Managed Grafana to the reference solution
- Connect Power BI to the reference solution
- Import OPC UA Information Models from the UA Cloud Library
- Scalable Windows Virtual Machine Patch Management
- Design a Ransomware-Resilient Backup Architecture by Using Azure Backup
Updated articles
- Connect Azure Databricks to the reference solution (#2b8d7058e9)
- Connect Microsoft Fabric to the reference solution (#2b8d7058e9)
- Siemens Teamcenter Baseline Architecture on Azure (#dc89526a03)
- Choreography Pattern (#ec74a8d712)
- Baseline Microsoft Foundry Chat Reference Architecture (#667e8fe868)
- DevSecOps for infrastructure as code (IaC) (#3f78e1fdc7)
- SAP deployment on Azure by using an Oracle database (#8c020be27f)
- Choose an Analytical Data Store in Microsoft Fabric (#ae8b8ce412)
- AKS Triage—Node and Pod Health (#52bd2b3bd4)
- Implement a Zero Trust Network for Web Applications by Using Azure Firewall and Azure Application Gateway (#5ab4e55062)
- Baseline Highly Available Zone-Redundant App Services Web Application (#44f1a85aab)
- Baseline Architecture for an AKS Cluster (#1eeebb67af)
- Generate Documents from Your Data (#b09bbee823)
- Enhance Network Access Security to Kubernetes (#755315aaeb)
- Multiple-region Architectures for Azure App Service Disaster Recovery (#0ab9711527)
- Use Azure Kubernetes Service to Host GPU-Based Workloads (#a4102f390a)
- Secure Azure Functions with Event Hubs (#454f94aa8f)
- Performance and Scale Guidance for Event Hubs with Azure Functions (#ad7919e079)
- Image Classification on Azure (#58306041b8)
- Resilient Design Guidance for Event Hubs and Functions (#ad613d7e5b)
- Use a Message Broker and Events to Integrate Enterprise Systems (#d598d341fe)
- Build the Second Layer of Defense by Using Microsoft Defender XDR (#1ecd89d0e5)
- Multitenancy and Azure Event Hubs (#21ad4a1cbc)
- Multitenancy and Azure Storage (#c819e80719)
- Guidance for Using Azure Database for PostgreSQL in a Multitenant Solution (#bdf00d4fc9)
- Implement a secure hybrid network (#3ce9fb5abe)
- Baseline Microsoft Foundry chat reference architecture (#435ceb39f7)
- Enhance network access security to Kubernetes (#2e5c6766fe)
- Baseline architecture for an Azure Kubernetes Service (AKS) cluster (#8b1720ce2e)
Azure updates
To learn about product updates to Azure, GitHub, and Microsoft developer tools, follow the updates published in the Microsoft Developer Changelog. You'll learn about new service previews, general availability announcements, and feature deprecations. Being aware of what's coming and what is retiring helps you make durable architectural choices for your workload.