thegovind/azure-architect-qwen35-0.8b-grpo-merged
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benchmark_0044 | For implementing a real-time recommendation engine that serves millions of users, which combination is most suitable? | [
"A) Azure Machine Learning + Azure Cosmos DB + Azure Cache for Redis",
"B) Azure SQL Database + Azure Functions + Azure CDN",
"C) Azure Databricks + Azure Blob Storage + Azure App Service",
"D) Azure Cognitive Services + Azure Table Storage + Azure Queue Storage"
] | A | scenario | hard | curated | ["Azure Machine Learning", "Azure Cosmos DB", "Azure Cache for Redis"] |
benchmark_0099 | Which of the following scenarios is the best fit for applying the 'Use Microsoft Fabric to design an enterprise BI solution' architecture? | [
"A) In this scenario, an organization has a SQL database that contains a large on-premises data warehouse. The organization ",
"C) A single-user desktop application running offline",
"B) A standalone embedded system with no cloud connectivity",
"D) A temporary proof-of-concept with no production requirements"... | A | architecture_application | medium | existing_vqa | [] |
benchmark_0185 | When implementing the 'Azure Virtual Machines baseline architecture in an Azure landing zone' pattern, which Azure service is recommended as a key component? | [
"A) Azure Bastion",
"C) Azure Data Explorer",
"D) Azure Synapse Analytics",
"B) Azure Data Factory"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0124 | Which of the following scenarios is the best fit for applying the 'Throttling pattern' architecture? | [
"B) A batch job that runs once per year with no scaling needs",
"A) Use this pattern:",
"C) A system that requires zero internet connectivity",
"D) An application that only needs to process 10 records per day"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0122 | Which of the following scenarios is the best fit for applying the 'Extend on-premises Active Directory Federation Services to Azure' architecture? | [
"B) A system that requires zero internet connectivity",
"D) An application that only needs to process 10 records per day",
"C) A standalone embedded system with no cloud connectivity",
"A) AD FS can be hosted on-premises, but if your application is a hybrid in which some parts are implemented in Azure, it mi"... | D | architecture_application | medium | existing_vqa | [] |
benchmark_0250 | When implementing the 'Azure Files accessed from on-premises and secured by AD DS in a private network' pattern, which Azure service is recommended as a key component? | [
"C) Azure CDN",
"A) Azure VPN Gateway",
"D) Azure Data Lake Storage",
"B) Power BI"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0009 | Which Azure service provides global HTTP load balancing with SSL offloading, URL-based routing, and Web Application Firewall (WAF)? | [
"A) Azure Load Balancer",
"B) Azure Traffic Manager",
"C) Azure Application Gateway",
"D) Azure Front Door"
] | D | service_selection | medium | curated | ["Azure Front Door"] |
benchmark_0170 | Which of the following scenarios is the best fit for applying the 'Microsoft Sentinel automated responses' architecture? | [
"B) A temporary proof-of-concept with no production requirements",
"A) The techniques described in this article apply whenever you need to implement an automatic response to a detectable cond",
"D) An application that only needs to process 10 records per day",
"C) A system that requires zero internet connecti... | B | architecture_application | medium | existing_vqa | [] |
benchmark_0198 | When would you choose the Big Compute architecture over a single-machine solution? | [
"A) When the task can be completed quickly on a single machine",
"B) When the task does not require significant computational resources",
"C) When the computation requires too much memory for one computer and must be split across multiple computers",
"D) When the task is simple and does not need parallel proc... | C | architecture_application | medium | existing_vqa | [] |
benchmark_0217 | Which of the following scenarios is the best fit for applying the 'Azure Files accessed from on-premises and secured by AD DS in a private network' architecture? | [
"C) An application that only needs to process 10 records per day",
"A) Consider the following common scenario: an on-premises computer running Windows Server is used to provide file shares fo",
"B) A simple static website with no backend processing",
"D) A batch job that runs once per year with no scaling nee... | B | architecture_application | medium | existing_vqa | [] |
benchmark_0003 | Which Azure service is best suited for implementing a global, multi-model NoSQL database with turnkey global distribution? | [
"A) Azure SQL Database",
"B) Azure Cosmos DB",
"C) Azure Database for PostgreSQL",
"D) Azure Synapse Analytics"
] | B | service_selection | easy | curated | ["Azure Cosmos DB"] |
benchmark_0051 | Which of the following scenarios is the best fit for applying the 'Advanced Azure Kubernetes Service (AKS) microservices architecture' architecture? | [
"D) A simple static website with no backend processing",
"A) In this example, Fabrikam, Inc., a fictitious company, manages a fleet of drone aircraft. Businesses register with the s",
"B) A batch job that runs once per year with no scaling needs",
"C) A system that requires zero internet connectivity"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0015 | In the Saga pattern for distributed transactions, what are the two main coordination approaches? | [
"A) Synchronous and asynchronous",
"B) Choreography and orchestration",
"C) Polling and push",
"D) Leader election and consensus"
] | B | architecture_pattern | medium | curated | [] |
benchmark_0164 | Which of the following Azure services plays a central role in the 'Use Azure Front Door to secure AKS workloads' architecture? | [
"C) Azure Backup",
"B) Azure Queue Storage",
"A) Azure Web Application Firewall",
"D) Azure Resource Manager"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0210 | Which of the following Azure services plays a central role in the 'Multi-region load balancing with Traffic Manager, Azure Firewall, and Application Gateway' architecture? | [
"C) Azure Private Link",
"A) Azure Bastion",
"B) Azure Monitor",
"D) Azure Queue Storage"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0202 | Which of the following scenarios is the best fit for applying the 'Identity architecture design' architecture? | [
"C) A system that requires zero internet connectivity",
"B) A single-user desktop application running offline",
"D) An application that only needs to process 10 records per day",
"A) Applications requiring the Identity architecture design pattern"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0167 | Which of the following scenarios is the best fit for applying the 'Use Azure Front Door to secure AKS workloads' architecture? | [
"B) An application that only needs to process 10 records per day",
"A) This scenario usesAzure Front Door Premium,end-to-end TLS encryption,Azure Web Application Firewall, and aPrivate Link s",
"C) A single-user desktop application running offline",
"D) A simple static website with no backend processing"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0021 | According to the Azure Well-Architected Framework, what is the recommended approach for handling secrets and credentials in cloud applications? | [
"A) Store them in application configuration files",
"B) Use Azure Key Vault with managed identities",
"C) Hardcode them in source code with encryption",
"D) Store them in environment variables on the VM"
] | B | well_architected | easy | curated | ["Azure Key Vault"] |
benchmark_0104 | Which of the following scenarios is the best fit for applying the 'Azure Virtual Machines baseline architecture in an Azure landing zone' architecture? | [
"C) A batch job that runs once per year with no scaling needs",
"D) An application that only needs to process 10 records per day",
"B) A system that requires zero internet connectivity",
"A) A deployment for this reference architecture is available on GitHub."
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0106 | Which of the following scenarios is the best fit for applying the 'Inbound and outbound internet connections for SAP on Azure' architecture? | [
"A) Applications requiring the Inbound and outbound internet connections for SAP on Azure pattern",
"D) An application that only needs to process 10 records per day",
"C) A batch job that runs once per year with no scaling needs",
"B) A simple static website with no backend processing"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0201 | Which of the following scenarios is the best fit for applying the 'Enhanced-security hybrid messaging infrastructure for web access' architecture? | [
"B) An application that only needs to process 10 records per day",
"A) Enterprise messaging infrastructure (EMI) is a key service for organizations. The move from older, less secure methods o",
"C) A system that requires zero internet connectivity",
"D) A batch job that runs once per year with no scaling need... | B | architecture_application | medium | existing_vqa | [] |
benchmark_0244 | Which of the following scenarios is the best fit for applying the 'Deploy microservices with Azure Container Apps and Dapr' architecture? | [
"C) A system that requires zero internet connectivity",
"D) A standalone embedded system with no cloud connectivity",
"B) A single-user desktop application running offline",
"A) Microservices are a widely adopted architectural style. They provide benefits such as scalability, agility, and independ"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0061 | In the 'Oracle Database with Azure NetApp Files' architecture, which Azure service is primarily used for the core workload? | [
"C) Azure Log Analytics",
"D) Azure Site Recovery",
"A) Azure Virtual Network",
"B) Azure Static Web Apps"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0029 | Which Azure identity service provides single sign-on, multi-factor authentication, and conditional access for cloud applications? | [
"A) Azure Key Vault",
"B) Microsoft Entra ID (Azure AD)",
"C) Azure Information Protection",
"D) Azure Security Center"
] | B | design_decision | easy | curated | ["Microsoft Entra ID", "Azure AD"] |
benchmark_0221 | Which scenario is best suited for using Azure Cosmos DB over Azure SQL Database? | [
"A) Simple, transactional applications",
"B) Applications requiring complex SQL queries",
"C) High-scale, globally distributed applications requiring low latency",
"D) Applications with minimal data consistency requirements"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0161 | Which of the following scenarios is the best fit for applying the 'Design a hybrid Domain Name System (DNS) solution by using Azure' architecture? | [
"C) An application that only needs to process 10 records per day",
"A) Applications requiring the Design a hybrid Domain Name System (DNS) solution by using Azure pattern",
"D) A system that requires zero internet connectivity",
"B) A batch job that runs once per year with no scaling needs"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0072 | When implementing the 'Stromasys Charon-SSP Solaris emulator on Azure VMs' pattern, which Azure service is recommended as a key component? | [
"B) Azure Stack",
"D) Azure ExpressRoute",
"C) Azure Queue Storage",
"A) Azure Virtual Machines"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0045 | Which Azure service provides pre-built AI capabilities like vision, speech, language, and decision APIs without requiring ML expertise? | [
"A) Azure Machine Learning",
"B) Azure AI Services (Cognitive Services)",
"C) Azure Databricks",
"D) Azure OpenAI Service"
] | B | service_selection | easy | curated | ["Azure AI Services", "Azure Cognitive Services"] |
benchmark_0175 | Which of the following is a benefit of using AKS to host multiple workloads? | [
"A) Streamlined operations and reduced overall cost",
"B) Increased operational complexity",
"C) Higher costs due to resource over-provisioning",
"D) Limited scalability"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0131 | Which of the following Azure services plays a central role in the 'Deploy microservices with Azure Container Apps and Dapr' architecture? | [
"B) Azure Site Recovery",
"C) Azure Event Hubs",
"A) Azure Service Bus",
"D) Microsoft Entra ID"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0105 | Which of the following scenarios is the best fit for applying the 'Noisy Neighbor antipattern' architecture? | [
"C) A standalone embedded system with no cloud connectivity",
"D) A single-user desktop application running offline",
"A) Applications requiring the Noisy Neighbor antipattern pattern",
"B) A legacy mainframe application with no modernization plans"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0216 | In the 'High-volume batch transaction processing' architecture, which Azure service is primarily used for the core workload? | [
"A) Azure Bastion",
"B) Azure Policy",
"D) Azure Blob Storage",
"C) Azure Logic Apps"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0066 | In the 'Azure for AWS professionals' architecture, which Azure service is primarily used for the core workload? | [
"B) Azure Monitor",
"A) Azure IoT Hub",
"C) Azure API Management",
"D) Azure Web Application Firewall"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0095 | Which of the following scenarios is the best fit for applying the 'Geode pattern' architecture? | [
"D) A simple static website with no backend processing",
"B) A batch job that runs once per year with no scaling needs",
"C) A standalone embedded system with no cloud connectivity",
"A) Use this pattern:"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0249 | Which of the following scenarios is the best fit for applying the 'Migrate from Amazon EKS to Azure Kubernetes Service' architecture? | [
"D) A legacy mainframe application with no modernization plans",
"A) Applications requiring the Migrate from Amazon EKS to Azure Kubernetes Service pattern",
"C) A simple static website with no backend processing",
"B) A system that requires zero internet connectivity"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0200 | Which of the following scenarios is the best fit for applying the 'Enable machine learning inference on an Azure IoT Edge device' architecture? | [
"B) A legacy mainframe application with no modernization plans",
"D) An application that only needs to process 10 records per day",
"A) In this solution, an IoT Edge module is used to download an AI model and then enable machine learning inference. You can",
"C) A simple static website with no backend process... | C | architecture_application | medium | existing_vqa | [] |
benchmark_0078 | Which of the following Azure services plays a central role in the 'Hybrid architecture design' architecture? | [
"A) Azure Site Recovery",
"B) Azure Virtual Machines",
"D) Azure SignalR",
"C) Azure Machine Learning"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0079 | Which of the following Azure services plays a central role in the 'Natural language processing technology' architecture? | [
"C) Azure SQL Database",
"D) Azure Blueprints",
"A) Azure HDInsight",
"B) Azure Functions"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0012 | The Event Sourcing pattern stores state changes as what? | [
"A) Snapshots of the current state at regular intervals",
"B) A sequence of immutable events that describe state transitions",
"C) Key-value pairs in a distributed cache",
"D) SQL update statements in a transaction log"
] | B | architecture_pattern | medium | curated | [] |
benchmark_0130 | Which of the following scenarios is the best fit for applying the 'Unisys Dorado mainframe migration to Azure with Astadia and Micro Focus' architecture? | [
"D) A temporary proof-of-concept with no production requirements",
"B) A single-user desktop application running offline",
"C) A legacy mainframe application with no modernization plans",
"A) Unisys Dorado mainframe systems are full-featured operating environments. You can scale them up vertically to handle m... | D | architecture_application | medium | existing_vqa | [] |
benchmark_0084 | Which of the following scenarios is the best fit for applying the 'Windows 365 Azure network connection' architecture? | [
"A) Applications requiring the Windows 365 Azure network connection pattern",
"B) A single-user desktop application running offline",
"C) A system that requires zero internet connectivity",
"D) A temporary proof-of-concept with no production requirements"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0027 | When you need to protect Azure resources from DDoS attacks, which service provides advanced protection with adaptive tuning and attack analytics? | [
"A) Azure Firewall",
"B) Azure DDoS Protection Standard",
"C) Azure Web Application Firewall",
"D) Azure Network Security Groups"
] | B | design_decision | medium | curated | ["Azure DDoS Protection"] |
benchmark_0098 | In the 'Extend mainframes to digital channels by using standards-based REST APIs' architecture, which Azure service is primarily used for the core workload? | [
"C) Azure Logic Apps",
"A) Azure API Management",
"D) Azure Data Explorer",
"B) Azure Data Lake Storage"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0196 | Which of the following scenarios is the best fit for applying the 'Responsible engineering overview' architecture? | [
"A) Applications requiring the Responsible engineering overview pattern",
"D) A system that requires zero internet connectivity",
"C) A standalone embedded system with no cloud connectivity",
"B) A simple static website with no backend processing"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0225 | Which Azure Well-Architected Framework pillar is most relevant to the design considerations in the 'Scale out an Azure IoT Hub solution to support millions of devices' architecture? | [
"A) Reliability",
"B) Operational Excellence",
"C) Security",
"D) Cost Optimization"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0010 | In the CQRS (Command Query Responsibility Segregation) pattern, what is the primary benefit of separating read and write models? | [
"A) It reduces the total number of database tables needed",
"B) It allows independent scaling and optimization of read and write workloads",
"C) It eliminates the need for event sourcing",
"D) It removes the need for data consistency"
] | B | architecture_pattern | medium | curated | ["CQRS"] |
benchmark_0220 | Which of the following scenarios is the best fit for applying the 'Choreography pattern' architecture? | [
"D) A batch job that runs once per year with no scaling needs",
"A) Use this pattern when:",
"C) A legacy mainframe application with no modernization plans",
"B) An application that only needs to process 10 records per day"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0125 | Which of the following scenarios is the best fit for applying the 'Foundations of assessing harm' architecture? | [
"A) Applications requiring the Foundations of assessing harm pattern",
"D) A simple static website with no backend processing",
"C) A single-user desktop application running offline",
"B) A system that requires zero internet connectivity"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0042 | In a hub-and-spoke network topology on Azure, what is the primary purpose of the hub virtual network? | [
"A) To host application workloads",
"B) To provide a central point for connectivity, shared services, and security controls",
"C) To store data in Azure Blob Storage",
"D) To run compute-intensive batch jobs"
] | B | architecture_pattern | medium | curated | [] |
benchmark_0224 | Which of the following Azure services plays a central role in the 'Unisys ClearPath Forward OS 2200 enterprise server virtualization on Azure' architecture? | [
"C) Azure Service Bus",
"B) Azure Static Web Apps",
"A) Azure Bastion",
"D) Azure Blueprints"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0112 | Which of the following Azure services plays a central role in the 'Sharding pattern' architecture? | [
"D) Power BI",
"C) Azure Data Factory",
"A) Azure SQL Database",
"B) Azure Site Recovery"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0111 | Which of the following Azure services plays a central role in the 'Windows 365 Azure network connection' architecture? | [
"B) Azure DDoS Protection",
"A) Azure Virtual Network",
"C) Azure Search",
"D) Azure Policy"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0203 | Which of the following is NOT a best practice when designing an autoscaling strategy in Azure? | [
"A) Design services to be stateless.",
"B) Avoid making assumptions about instance affinity.",
"C) Ensure the system can handle varying loads efficiently.",
"D) Assume that a series of requests from the same source will always be routed to the same instance."
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0121 | Which of the following scenarios is the best fit for applying the 'Mission-critical architecture on Azure' architecture? | [
"A) Applications requiring the Mission-critical architecture on Azure pattern",
"C) A legacy mainframe application with no modernization plans",
"D) A standalone embedded system with no cloud connectivity",
"B) A system that requires zero internet connectivity"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0004 | Which Azure service provides serverless, event-driven compute for running small pieces of code without managing infrastructure? | [
"A) Azure Virtual Machines",
"B) Azure App Service",
"C) Azure Functions",
"D) Azure Container Instances"
] | C | service_selection | easy | curated | ["Azure Functions"] |
benchmark_0052 | Which of the following scenarios is the best fit for applying the 'Data analytics for automotive test fleets' architecture? | [
"C) A system that requires zero internet connectivity",
"D) A simple static website with no backend processing",
"A) Automotive OEMs use large fleets of prototype and test vehicles to test and verify several vehicle functions. Test proce",
"B) A single-user desktop application running offline"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0239 | Which of the following scenarios is the best fit for applying the 'Enhanced-security hybrid messaging infrastructure for desktop-client access' architecture? | [
"A) Enterprise messaging infrastructure (EMI) is a key service for organizations. The move from older, less secure methods o",
"C) A temporary proof-of-concept with no production requirements",
"D) A standalone embedded system with no cloud connectivity",
"B) A single-user desktop application running offline"... | A | architecture_application | medium | existing_vqa | [] |
benchmark_0073 | Which of the following is a feature provided by AI Search in the context of vector search? | [
"A) Creates stored procedures for embedding models.",
"B) Acts as a memory connector only.",
"C) Provides a skill to vectorize the chunked text.",
"D) Supports only Python documentation."
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0208 | Which of the following Azure services plays a central role in the 'Stream processing with Azure Stream Analytics' architecture? | [
"C) Azure Load Balancer",
"D) Azure Notification Hubs",
"A) Azure Functions",
"B) Azure Policy"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0005 | Which Azure service is designed for large-scale parallel and high-performance computing (HPC) workloads? | [
"A) Azure Batch",
"B) Azure Functions",
"C) Azure Logic Apps",
"D) Azure App Service"
] | A | service_selection | medium | curated | ["Azure Batch"] |
benchmark_0060 | Which of the following scenarios is the best fit for applying the 'Health modeling for mission-critical workloads' architecture? | [
"D) A single-user desktop application running offline",
"A) Applications requiring the Health modeling for mission-critical workloads pattern",
"C) A legacy mainframe application with no modernization plans",
"B) A standalone embedded system with no cloud connectivity"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0223 | Which of the following scenarios is the best fit for applying the 'Basic enterprise integration on Azure' architecture? | [
"C) A simple static website with no backend processing",
"B) A standalone embedded system with no cloud connectivity",
"A) Integration Services is a collection of services that you can use to integrate applications, data, and processes for you",
"D) A single-user desktop application running offline"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0128 | Which Azure Well-Architected Framework pillar is most relevant to the design considerations in the 'Monitoring and diagnostics guidance' architecture? | [
"A) Performance Efficiency",
"B) Cost Optimization",
"C) Security",
"D) Reliability"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0126 | Which of the following Azure services plays a central role in the 'Monitor workload deployments' architecture? | [
"A) Azure Kubernetes Service (AKS)",
"C) Azure Backup",
"D) Azure Databricks",
"B) Azure DDoS Protection"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0232 | Which of the following Azure services plays a central role in the 'IBM z/OS mainframe migration with Avanade AMT' architecture? | [
"B) Azure Container Instances",
"C) Azure Monitor",
"D) Azure Functions",
"A) Azure Bastion"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0030 | When migrating a monolithic .NET application to Azure, which service provides the simplest PaaS hosting with minimal code changes? | [
"A) Azure Kubernetes Service",
"B) Azure App Service",
"C) Azure Functions",
"D) Azure Virtual Machines"
] | B | design_decision | easy | curated | ["Azure App Service"] |
benchmark_0205 | When implementing the 'Priority Queue pattern' pattern, which Azure service is recommended as a key component? | [
"A) Azure Functions",
"D) Azure Key Vault",
"B) Azure Site Recovery",
"C) Azure Notification Hubs"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0046 | Which Azure service provides centralized log collection, analysis, and alerting for monitoring cloud resources? | [
"A) Azure Monitor with Log Analytics",
"B) Azure Security Center",
"C) Azure Advisor",
"D) Azure Cost Management"
] | A | service_selection | easy | curated | ["Azure Monitor", "Log Analytics"] |
benchmark_0165 | In the 'Noisy Neighbor antipattern' architecture, which Azure service is primarily used for the core workload? | [
"B) Azure Resource Manager",
"C) Azure Blob Storage",
"D) Azure Event Grid",
"A) Azure ExpressRoute"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0002 | For processing millions of events per second from IoT devices, which Azure service is most appropriate? | [
"A) Azure Service Bus",
"B) Azure Queue Storage",
"C) Azure Event Hubs",
"D) Azure Logic Apps"
] | C | service_selection | easy | curated | ["Azure Event Hubs"] |
benchmark_0157 | When implementing the 'Disaster recovery scenario details for an Azure data platform' pattern, which Azure service is recommended as a key component? | [
"D) Azure Data Explorer",
"B) Azure VPN Gateway",
"A) Azure IoT Hub",
"C) Azure App Service"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0156 | In the 'Improper Instantiation antipattern' architecture, which Azure service is primarily used for the core workload? | [
"B) Azure Advisor",
"A) Azure Cosmos DB",
"D) Azure Data Explorer",
"C) Azure Red Hat OpenShift"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0089 | Which of the following scenarios is the best fit for applying the 'Scalable cloud applications and site reliability engineering (SRE)' architecture? | [
"D) A batch job that runs once per year with no scaling needs",
"A) The concepts in this article apply to:",
"B) A single-user desktop application running offline",
"C) A legacy mainframe application with no modernization plans"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0219 | When implementing the 'Security considerations for mission-critical workloads' pattern, which Azure service is recommended as a key component? | [
"D) Power BI",
"C) Azure Spring Apps",
"A) Azure Policy",
"B) Azure DevOps"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0153 | Which of the following scenarios is the best fit for applying the 'Anti-corruption Layer pattern' architecture? | [
"D) A temporary proof-of-concept with no production requirements",
"A) Use this pattern when:",
"B) A simple static website with no backend processing",
"C) A batch job that runs once per year with no scaling needs"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0197 | Which of the following Azure services plays a central role in the 'DevSecOps for infrastructure as code (IaC)' architecture? | [
"D) Azure Container Registry",
"A) Azure Resource Manager",
"B) Azure Bastion",
"C) Azure Kubernetes Service (AKS)"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0047 | Which Azure service provides infrastructure-as-code deployment using declarative JSON/Bicep templates? | [
"A) Azure CLI",
"B) Azure PowerShell",
"C) Azure Resource Manager (ARM) / Bicep",
"D) Azure Cloud Shell"
] | C | service_selection | easy | curated | ["Azure Resource Manager", "Bicep"] |
benchmark_0119 | Which of the following scenarios is the best fit for applying the 'Deployment and testing for mission-critical workloads on Azure' architecture? | [
"C) A temporary proof-of-concept with no production requirements",
"A) Applications requiring the Deployment and testing for mission-critical workloads on Azure pattern",
"D) A standalone embedded system with no cloud connectivity",
"B) An application that only needs to process 10 records per day"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0172 | In the 'Real-time analytics on data with Azure Service Bus and Azure Data Explorer' architecture, which Azure service is primarily used for the core workload? | [
"C) Azure Synapse Analytics",
"B) Azure Databricks",
"D) Azure Purview",
"A) Azure Functions"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0077 | Which scenario is best suited for using Azure hybrid solutions? | [
"A) An organization that only uses cloud-native applications",
"B) An organization that needs to extend its on-premises data center to the cloud while maintaining compliance with industry regulations",
"C) An organization that has no on-premises infrastructure",
"D) An organization that wants to completely mi... | B | architecture_application | medium | existing_vqa | [] |
benchmark_0085 | Which of the following scenarios is the best fit for applying the 'Manage virtual machine compliance' architecture? | [
"C) A single-user desktop application running offline",
"B) An application that only needs to process 10 records per day",
"D) A system that requires zero internet connectivity",
"A) Each enterprise has its own compliance regulations and standards. Regarding security, each company has its own risk appe"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0081 | In the 'Disaster recovery architecture for an Azure data platform' architecture, which Azure service is primarily used for the core workload? | [
"A) Azure Policy",
"D) Azure Data Explorer",
"B) Azure Backup",
"C) Azure Application Gateway"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0038 | A company needs to securely expose internal APIs to external partners without exposing the backend services directly. Which Azure service should they use? | [
"A) Azure Application Gateway",
"B) Azure API Management",
"C) Azure Front Door",
"D) Azure Load Balancer"
] | B | scenario | easy | curated | ["Azure API Management"] |
benchmark_0184 | When implementing the 'Rate Limiting pattern' pattern, which Azure service is recommended as a key component? | [
"B) Azure Batch",
"D) Azure CDN",
"A) Azure Event Hubs",
"C) Azure Private Link"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0013 | In a microservices architecture, which pattern should you use to prevent cascading failures when a downstream service is unavailable? | [
"A) Saga pattern",
"B) Sidecar pattern",
"C) Circuit Breaker pattern",
"D) Strangler Fig pattern"
] | C | architecture_pattern | easy | curated | [] |
benchmark_0100 | When implementing the 'Compare Microsoft machine learning products and technologies' pattern, which Azure service is recommended as a key component? | [
"B) Azure DDoS Protection",
"A) Azure DevOps",
"C) Azure Event Grid",
"D) Azure Blueprints"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0236 | Which Azure Well-Architected Framework pillar is most relevant to the design considerations in the 'Choose an Azure AI image and video processing and generation technology' architecture? | [
"A) Cost Optimization",
"B) Security",
"C) Reliability",
"D) Performance Efficiency"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0064 | Which Azure Well-Architected Framework pillar is most relevant to the design considerations in the 'Multiregion Business Continuity and Disaster Recovery (BCDR) for Azure Virtual Desktop' architecture? | [
"A) Performance Efficiency",
"B) Security",
"C) Operational Excellence",
"D) Cost Optimization"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0033 | A healthcare organization needs to store patient records with strict compliance requirements (HIPAA). Which storage solution provides encryption at rest, fine-grained access control, and audit logging? | [
"A) Azure Blob Storage with Azure Key Vault managed keys and Azure Monitor",
"B) Azure File Share with default encryption",
"C) Azure Table Storage with shared access signatures",
"D) Azure Queue Storage with connection string authentication"
] | A | scenario | hard | curated | ["Azure Blob Storage", "Azure Key Vault", "Azure Monitor"] |
benchmark_0000 | Which Azure service is the primary choice for running containerized microservices with built-in orchestration? | [
"A) Azure Functions",
"B) Azure Kubernetes Service (AKS)",
"C) Azure App Service",
"D) Azure Batch"
] | B | service_selection | easy | curated | ["AKS", "Azure Kubernetes Service"] |
benchmark_0148 | In which scenario would this microservices architecture be most applicable? | [
"A) A simple web application with a monolithic architecture",
"B) A small-scale project with minimal user interaction",
"C) A complex application that requires scalable, independent services to handle various tasks such as delivery scheduling, package management, and workflow coordination",
"D) A static websi... | C | architecture_application | medium | existing_vqa | [] |
benchmark_0190 | Which of the following Azure services plays a central role in the 'Relational database technologies on Azure and AWS' architecture? | [
"C) Azure Log Analytics",
"A) Azure HDInsight",
"B) Azure Managed Disks",
"D) Azure Stack"
] | B | architecture_application | medium | existing_vqa | [] |
benchmark_0204 | Which of the following Azure services plays a central role in the 'Virtual desktop architecture design' architecture? | [
"D) Azure Cost Management",
"C) Azure Stack",
"A) Azure Logic Apps",
"B) Azure SignalR"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0037 | An organization wants to implement a data lakehouse architecture on Azure for both batch and real-time analytics. Which combination of services forms the foundation? | [
"A) Azure Data Lake Storage Gen2 + Azure Databricks + Azure Synapse Analytics",
"B) Azure Blob Storage + Azure HDInsight + Azure SQL Database",
"C) Azure Cosmos DB + Azure Functions + Power BI",
"D) Azure SQL Database + Azure Data Factory + Azure Analysis Services"
] | A | scenario | hard | curated | ["Azure Data Lake Storage", "Azure Databricks", "Azure Synapse Analytics"] |
benchmark_0177 | Which of the following scenarios is the best fit for applying the 'Container architecture design' architecture? | [
"C) A temporary proof-of-concept with no production requirements",
"D) A system that requires zero internet connectivity",
"B) A single-user desktop application running offline",
"A) Applications requiring the Container architecture design pattern"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0159 | When implementing the 'Azure Kubernetes Service (AKS) - Plan your design and operations' pattern, which Azure service is recommended as a key component? | [
"D) Azure Digital Twins",
"B) Azure Virtual Network",
"C) Azure Data Factory",
"A) Azure Policy"
] | D | architecture_application | medium | existing_vqa | [] |
benchmark_0082 | Which of the following Azure services plays a central role in the 'Refactor mainframe architecture by using CloudFrame Renovate' architecture? | [
"A) Azure Managed Disks",
"B) Azure Policy",
"D) Azure Blueprints",
"C) Azure Functions"
] | A | architecture_application | medium | existing_vqa | [] |
benchmark_0034 | A global e-commerce company needs to serve product catalog data with single-digit millisecond latency to users in 5 continents. Which database solution is most appropriate? | [
"A) Azure SQL Database with geo-replication",
"B) Azure Cosmos DB with multi-region writes",
"C) Azure Cache for Redis with geo-replication",
"D) Azure Database for PostgreSQL with read replicas"
] | B | scenario | medium | curated | ["Azure Cosmos DB"] |
benchmark_0123 | Which of the following scenarios is the best fit for applying the 'Performance and scale guidance for Event Hubs and Azure Functions' architecture? | [
"C) A system that requires zero internet connectivity",
"D) An application that only needs to process 10 records per day",
"A) Applications requiring the Performance and scale guidance for Event Hubs and Azure Functions pattern",
"B) A legacy mainframe application with no modernization plans"
] | C | architecture_application | medium | existing_vqa | [] |
benchmark_0144 | Which of the following scenarios is the best fit for applying the 'Validate admission controllers' architecture? | [
"C) A temporary proof-of-concept with no production requirements",
"A) Applications requiring the Validate admission controllers pattern",
"B) A legacy mainframe application with no modernization plans",
"D) A simple static website with no backend processing"
] | B | architecture_application | medium | existing_vqa | [] |
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