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HomeCertificationsAZ-400DomainsImplement an instrumentation strategy
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Implement an instrumentation strategy

Practice AZ-400 Implement an instrumentation strategy questions with full explanations on every answer.

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AZ-400 Domains

Configure processes and communicationsDesign and implement source controlDesign and implement build and release pipelinesDevelop a security and compliance planImplement an instrumentation strategyDesign and implement a DevOps infrastructureDesign and implement a source control strategy

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All AZ-400 Implement an instrumentation strategy questions (30)

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1

You are configuring Application Insights for a .NET Core web application deployed to Azure App Service. The application must capture telemetry for all HTTP requests, exceptions, and dependency calls with minimal code changes. What should you do?

2

Your team uses Azure DevOps for CI/CD. You need to ensure that every build publishes telemetry to Application Insights, including build duration, test pass rate, and deployment frequency. Which approach should you use?

3

You are designing a centralized logging strategy for multiple microservices hosted in Azure Kubernetes Service (AKS). Each microservice writes logs in JSON format to stdout/stderr. The operations team needs to query logs across all services and correlate them with application performance metrics. Which solution provides the best integration?

4

You have an Azure DevOps pipeline that deploys a web app to Azure App Service. You want to capture deployment frequency and change failure rate as metrics in Application Insights. Which built-in analytics view should you use?

5

You are troubleshooting an intermittent performance issue in a web application. Application Insights shows a high number of failed dependency calls to Azure SQL Database. The errors are SqlException with error code -2 (timeout). What is the most likely cause and recommended fix?

6

Which TWO metrics should you monitor to evaluate the reliability of a web application according to the DORA metrics?

7

Which THREE of the following are valid techniques to reduce the volume of telemetry data sent to Application Insights while preserving diagnostic value?

8

You have deployed an Azure Resource Manager (ARM) template for a scheduled query rule as shown. The rule is enabled and targets an Application Insights resource. However, no alerts are firing despite HTTP 500 errors occurring. What is the most likely cause?

9

You are debugging a production issue using Application Insights Snapshot Debugger. The exhibit shows a snapshot from a NullReferenceException. The variable _dbContext is null. What is the most likely root cause?

10

You are a DevOps engineer for a large e-commerce company. The company uses Azure DevOps for CI/CD and Application Insights for monitoring. The application is a .NET Core 6 microservice running on Azure Kubernetes Service (AKS) with a Redis cache and Azure SQL Database. Recently, the operations team noticed that the application's response time has degraded significantly during peak traffic hours. Application Insights shows an increase in server-side dependency call duration to Redis and SQL, but no increase in exceptions. The team suspects a connection pooling issue. You have been asked to diagnose and fix the problem. Which approach should you take first?

11

A team uses Azure Monitor to collect metrics from their Azure Kubernetes Service (AKS) cluster. They notice that container logs are missing from Log Analytics. The cluster was created with the default settings and no custom configuration was applied. What is the most likely reason for the missing logs?

12

A development team is implementing a distributed tracing solution for a microservices application deployed on Azure. They want to correlate requests across services using OpenTelemetry and send data to Azure Monitor. The application currently generates traces, but the traces are incomplete, showing only individual service spans without end-to-end correlation. The team has already instrumented each service with the OpenTelemetry SDK. What should the team do to ensure proper end-to-end trace correlation?

13

Which TWO are best practices when configuring alerts in Azure Monitor for a production application?

14

You are reviewing a Data Collection Rule (DCR) for an Azure virtual machine. The DCR is assigned to the VM, and the Azure Monitor Agent is installed. After one hour, no performance data appears in the Log Analytics workspace. What is the most likely cause?

15

A company has a multi-region application deployed on Azure App Service (Windows) across three regions: West US, East US, and West Europe. The operations team uses Azure Monitor to collect application logs and metrics. Recently, they noticed that the application in West US is experiencing high CPU usage (sustained above 90%) during peak hours, while the other regions remain below 60%. The team has set up an autoscale rule on the App Service plan to scale out when CPU exceeds 80% for 10 minutes. However, autoscale is not triggering, and the application in West US is becoming slow. The team has verified that the autoscale rule is correctly configured, the instance count is below the maximum, and there are no scale-in rules interfering. The metric data appears in Azure Monitor. You suspect that the metric alert that triggers autoscale is not firing. What is the most likely cause?

16

A company deploys a web application to Azure App Service. They want to monitor application performance and detect anomalies using Application Insights. Which two components should be configured?

17

A company runs a critical microservices application on Azure Kubernetes Service (AKS). They need to implement distributed tracing across services using Application Insights. Which three actions should be performed?

18

A company deploys a .NET Core web application to Azure App Service. The application uses Application Insights for monitoring. The operations team reports that dependency tracking is missing for calls to a third-party REST API made using HttpClient. The application is instrumented with the Application Insights SDK. Which action should be taken to enable dependency tracking for HttpClient calls?

19

A company uses Azure Monitor and Application Insights to monitor a microservices application deployed on Azure Kubernetes Service (AKS). The development team wants to implement distributed tracing to correlate requests across services. They currently have Application Insights SDKs instrumented in each service. Which TWO configurations are required to enable end-to-end distributed tracing?

20

Drag and drop the steps to configure Azure DevOps artifact feeds for NuGet packages into the correct order.

21

Match each Azure DevOps security concept to its purpose.

22

Your team uses Azure Pipelines to deploy a Node.js application. Recently, deployments have been failing intermittently due to a missing npm package. The pipeline runs successfully on the local agent but fails on the hosted agent. Which instrumentation strategy should you implement to identify the root cause?

23

You are designing an instrumentation strategy for a microservices application deployed to Azure Kubernetes Service (AKS) using Azure Pipelines. The application emits custom metrics using OpenTelemetry. You need to ensure that all pipeline-related events (build, release, and test results) are correlated with application telemetry to enable end-to-end traceability. What should you do?

24

Your team uses GitHub Actions for CI/CD. You need to collect and analyze build and deployment logs centrally to identify recurring failures. Which service should you use to ingest and query these logs?

25

Your organization uses Azure Pipelines with multiple release stages. You need to instrument the pipeline to capture the duration of each stage and the number of failed tasks. Which TWO approaches should you use?

26

You are building a comprehensive instrumentation strategy for a large-scale Azure DevOps environment. You need to ensure that all pipeline events (build, release, test) are automatically tracked and correlated with application performance data. Which THREE components should you include?

27

Refer to the exhibit. You deploy this ARM template to create a Log Analytics workspace and a saved search. After deployment, you notice that the saved search returns no results even though there are failed pipeline runs. What is the most likely reason?

28

You need to monitor the health of your Azure Pipeline agents. Which Azure DevOps Analytics view should you use to identify agents that have not reported in the last hour?

29

You are deploying a Java application to Azure App Service using Azure Pipelines. You want to automatically capture JVM metrics (heap usage, garbage collection) and correlate them with deployment events. What should you do?

30

You are the DevOps lead for a fintech company. The organization uses a multi-tenant Azure DevOps environment with hundreds of pipelines. The compliance team requires that every pipeline run must be auditable with the following attributes captured: who triggered the run, what code changes were included, which artifacts were produced, and whether any secrets (e.g., Azure Key Vault references) were accessed during the run. Additionally, all audit data must be retained for 7 years and be queryable within 5 minutes of a pipeline completion. Current state: pipelines use Azure Key Vault for secrets, and YAML pipelines are defined with variables referencing Key Vault. You need to design an instrumentation strategy to meet these requirements. What should you do?

Practice all 30 Implement an instrumentation strategy questions

Other AZ-400 exam domains

Configure processes and communicationsDesign and implement source controlDesign and implement build and release pipelinesDevelop a security and compliance planDesign and implement a DevOps infrastructureDesign and implement a source control strategy

Frequently asked questions

What does the Implement an instrumentation strategy domain cover on the AZ-400 exam?

The Implement an instrumentation strategy domain covers the key concepts tested in this area of the AZ-400 exam blueprint published by Microsoft. Courseiva provides free domain-focused practice, mock exams, missed-question review, and readiness tracking across all AZ-400 domains — no account required.

How many Implement an instrumentation strategy questions are in the AZ-400 question bank?

The Courseiva AZ-400 question bank contains 30 questions in the Implement an instrumentation strategy domain. Click any question to see the full explanation and answer breakdown.

What is the best way to practice Implement an instrumentation strategy for AZ-400?

Start with a 10-question focused session to identify your baseline accuracy in this domain. Read every explanation — even for questions you answer correctly — to understand the reasoning. Once you score consistently above 80%, move to a 20–30 question session to confirm depth before moving to the next domain.

Can I practice only Implement an instrumentation strategy questions for AZ-400?

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