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AZ-400 Practice Question: Design and implement build and release pipelines

Match each Azure Monitor feature to its use case.

Drag a concept onto its matching description — or click a concept then click the description.

Concepts
Matches

Application performance monitoring and diagnostics

Query and analyze log data from various sources

Visualize performance metrics from Azure resources

Proactive notifications based on conditions

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Log Analytics: Collects and queries log data from Azure resources.

The correct matches are Log Analytics for log collection and querying, Application Insights for live web application monitoring, and Azure Monitor Metrics for numeric performance data. The distractors swap the definitions of Log Analytics and Application Insights.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Log Analytics: Collects and queries log data from Azure resources.

    Why this is correct

    Log Analytics is the Azure Monitor feature that ingests, stores, and queries structured and semi-structured log data from Azure resources using Kusto Query Language (KQL). It enables centralized analysis of diagnostic logs, activity logs, and resource logs, providing operational insights and custom alerting capabilities.

  • Application Insights: Monitors live web applications for performance and usage.

    Why this is correct

    Application Insights is the Azure Monitor application performance monitoring (APM) service that automatically traces live web applications, capturing request rates, response times, dependency calls, exceptions, and user usage metrics. It integrates distributed tracing and allows code-level diagnostics to detect performance anomalies and understand real-world user behavior.

  • Azure Monitor Metrics: Collects numeric performance data from Azure resources.

    Why this is correct

    Azure Monitor Metrics collects numeric performance data from Azure resources, such as CPU percentage, memory usage, disk I/O, and request counts, storing them as lightweight time-series with near-real-time granularity. This low-latency data is optimized for interactive charting and metric alerts, unlike log-based data intended for text-rich queries.

  • Log Analytics: Monitors live web applications.

    Why it's wrong here

    This is incorrect because monitoring live web applications—including request telemetry, page-view usage, and dependency failures—is the primary role of Application Insights, not Log Analytics. Log Analytics focuses on ingesting and querying log files from Azure resources, not on real-time user-facing application monitoring.

  • Application Insights: Collects and queries log data.

    Why it's wrong here

    This is incorrect because Application Insights is specialized for application performance monitoring and user telemetry, whereas general log collection and KQL-based querying of Azure resource logs is the core function of Log Analytics. Although Application Insights data can be queried, its purpose is application-centric telemetry, not acting as a general-purpose log analytics workspace for all Azure resources.

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