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AI-200 · topic practice

Security And Observability practice questions

Practise Microsoft Certified: Azure AI Cloud Developer Associate (AI-200) (AI-200) Security And Observability practice questions — original exam-style scenarios with answer choices, explanations, and analysis of common mistakes.

Courseiva uses original exam-style practice questions designed for learning and revision. The goal is to understand the concepts, recognise exam patterns, and improve through explanations — not memorise copied exam dumps.

Reviewed byJohnson Ajibi· MSc IT Security
20 questionsDomain: Security And Observability
Practice 10 questionsBrowse domain →

What the exam tests

What to know about Security And Observability

Security And Observability questions test whether you can apply the concept in context, not just recognise a definition.

How the topic appears in realistic exam-style scenarios.

Which detail in the question changes the correct answer.

How to eliminate plausible but wrong options.

How to connect the question back to the wider exam objective.

Watch out for

Common Security And Observability exam traps

  • ▸Answering from memory before reading the full scenario.
  • ▸Missing a constraint such as cost, availability, security, scope or command context.
  • ▸Choosing a broad answer when the question asks for the most specific fix.
  • ▸Ignoring why the wrong options are tempting.

Practice set

Security And Observability questions

20 questions · select your answer, then reveal the explanation

Question 1hardmulti select
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When troubleshooting performance issues in an enterprise Azure OpenAI deployment using Application Insights, which TWO Kusto Query Language (KQL) queries or techniques help identify slow model responses?

Question 2hardmultiple choice
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An enterprise AI application experiences intermittent HTTP 429 (Too Many Requests) errors when calling Azure OpenAI Service during peak hours. You need to analyze the exact token consumption trends and throttling patterns over the past week. Where should you look first in Azure Monitor?

Question 3hardmultiple choice
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Your enterprise AI solution runs on Azure Kubernetes Service (AKS) and utilizes Azure Key Vault to store secrets and API keys for cognitive services. You need to provide pods with secure, credential-less access to Azure Key Vault without storing connection strings in Kubernetes secrets or environment variables. Which integration should you implement?

Question 4mediummultiple choice
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You need to secure access to an Azure AI Search service so that a Python web app running on Azure App Service can query indices without embedding API keys in configuration files. What is the most secure authentication mechanism to configure?

Question 5easymultiple choice
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You are managing costs for multiple Azure AI services used by different business units. You need to track expenditure against specific departmental budgets and receive automated alerts when spending exceeds 80% of the allocated budget. Which Azure feature should you use?

Question 6easymultiple choice
Read the full network assurance explanation →

You are developing an AI application in Azure and need to monitor custom telemetry, trace dependencies, and track dependency failures for calls made to an external machine learning model endpoint. Which Azure service should you use?

Question 7mediummultiple choice
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You are deploying an Azure OpenAI Service resource in a secured virtual network. You need to ensure that client applications inside a peered virtual network can access the Azure OpenAI endpoint without traversing the public internet, while completely blocking public network access. Which feature should you configure?

Question 8hardmultiple choice
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Your Azure AI application sends requests to multiple cognitive services. You need to route diagnostic logs and metrics from your Azure OpenAI and Azure AI Language services to a centralized Log Analytics workspace across different resource groups. What is the recommended way to configure this?

Question 9mediummultiple choice
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You have a custom machine learning model deployed as a managed online endpoint in Azure Machine Learning. You need to ensure that scoring requests made to the endpoint are encrypted in transit and that client authentication is enforced using JSON Web Tokens (JWT). What authentication method does the managed online endpoint support by default?

Question 10mediummultiple choice
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You need to ensure that all data sent to Azure OpenAI Service is encrypted at rest using a custom encryption key that your organization controls and rotates. Which feature must you configure?

Question 11easymultiple choice
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You have deployed an AI model in Azure Machine Learning. You want to set up an alert that triggers an email to the operations team whenever the CPU utilization of the compute instance exceeds 90% for longer than 15 minutes. Which Azure Monitor feature should you configure?

Question 12hardmultiple choice
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Your team is running an AI copilot application that uses Azure OpenAI. To comply with data residency regulations, you need to verify that prompts and completions are processed entirely within a specific Azure region and that no data is persisted outside that region. Where can you verify regional data processing and residency commitments?

Question 13easymultiple choice
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You are troubleshooting a Python application that fails to connect to Azure Key Vault using a managed identity. You want to inspect the exact exception stack trace and identify whether the managed identity token request failed. Where should you look in your local development or cloud diagnostics?

Question 14mediummultiple choice
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Your AI application is hosted on Azure App Service and connects to Azure Cosmos DB and Azure OpenAI. You want to ensure that if credentials or connection strings ever leak, they cannot be used from unauthorized networks. Which feature should you implement?

Question 15hardmultiple choice
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You are auditing an Azure AI solution for security compliance. You discover that developers have been hardcoding storage account connection strings in source code repositories. You need to remediate this immediately by migrating secrets to Azure Key Vault and ensuring your Python application retrieves them securely at runtime using a managed identity. Which Python library and credential class should your code use?

Question 16easymultiple choice
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You need to analyze log queries across multiple AI applications and infrastructure components to identify custom performance bottlenecks. Which query language is used in Azure Monitor Log Analytics to write queries against collected log data?

Question 17mediummultiple choice
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Your machine learning engineering team needs to run training jobs on Azure Machine Learning compute clusters. To minimize costs during off-peak hours, you need to configure the compute cluster to automatically scale down to zero nodes when no jobs are queued, and scale up when jobs are submitted. What setting should you configure on the compute cluster?

Question 18hardmultiple choice
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You are troubleshooting a live AI web application where users report intermittent 504 Gateway Timeout errors when submitting large text prompts to a custom model endpoint. You want to check if the backend inference container is timing out or crashing. Where should you examine container-level stdout/stderr logs in Azure Container Apps?

Question 19easymultiple choice
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You want to check the current monthly spend on your Azure OpenAI Service resource and identify which model deployments are consuming the most budget. Which Azure portal tool should you use?

Question 20mediummultiple choice
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Your enterprise security team mandates that all outbound traffic from your Azure Machine Learning workspace must pass through a centralized Azure Firewall, and no public IP addresses can be associated with workspace compute instances. Which workspace network isolation configuration should you select?

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Frequently asked questions

What does the AI-200 exam test about Security And Observability?
Security And Observability questions test whether you can apply the concept in context, not just recognise a definition.
How should I use these practice questions?
Select your answer before revealing the explanation. Then read why each option is right or wrong — this active recall approach builds retention far faster than re-reading notes.
Can I practise just Security And Observability questions in a focused session?
Yes — the session launcher on this page draws every question from the Security And Observability domain. Use a 10-question session first to gauge your baseline, then move to 20 or 30 once the weak spots are clear.
Where can I practise other AI-200 topics?
Use the topic links above to move to related areas, or go back to the AI-200 question bank to see all topics.
Are these real exam questions or dumps?
These are original practice questions written to test the same concepts the AI-200 exam covers. They are not copied from any real exam or dump site.