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Dynatrace Certification
Dynatrace-Associate Exam
Dynatrace.Dynatrace-Associate.v2026-11-03.q28 Dumps

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Question 21

A problem opened with the event category of "Slowdown". Assuming Dynatrace is using the default anomaly detection settings, what entity types can be the root cause of this problem? (Select all that apply)

A.Applications
B.Processes
C.Hosts
D.Cloud Providers
E.Services

Correct Answer: B,C,E

In Dynatrace, "Slowdown" problems are typically triggered by performance degradation detected through anomaly detection on monitored entities.
With default settings, the root cause of slowdown problems is usually identified at:
Services, where response time degradation is detected
Processes, where CPU, memory, or other resource bottlenecks occur
Hosts, where infrastructure-level issues impact performance
Applications are higher-level aggregations and are not typically identified as the root cause entity.
Cloud Providers are not treated as root cause entities in anomaly detection.
Dynatrace's AI (Davis) correlates these entities to pinpoint the most likely root cause in the topology.
Reference: Based on official Dynatrace University training materials covering problem detection and Davis AI root cause analysis.

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Question 22

I have a Smart IoT device which supports neither OneAgent nor Agentless RUM. What could I use to track User Sessions in Dynatrace?

A.Dynatrace WebAgent
B.Dynatrace Extensions v2
C.Dynatrace OpenKit

Correct Answer: C

OpenKit is used for custom instrumentation when standard agents are not supported.
It enables:
* Tracking user sessions
* Sending custom telemetry data
* Monitoring IoT or unsupported environments
Reference: Based on official Dynatrace University training materials on OpenKit.

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Question 23

Which view provides detailed W3C timings of pages and resources?

A.Dynatrace Extensions v2
B.Session Replay
C.Waterfall analysis
D.Distributed Traces

Correct Answer: C

The Waterfall analysis view provides detailed W3C timing breakdowns for web pages and resources. It visualizes how each resource loads, including DNS lookup, connection time, SSL negotiation, request
/response time, and rendering.
This allows users to:
* Identify slow-loading resources
* Analyze frontend performance issues
* Understand page load behavior in detail
Session Replay focuses on visual playback of user sessions.
Distributed Traces focus on backend request flows.
Extensions v2 are unrelated to frontend timing analysis.
Reference: Based on official Dynatrace University training materials covering Real User Monitoring and waterfall analysis.

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Question 24

Your team has to investigate the performance of a database. Assuming all monitoring sources for a database are available, what tools can you use to find database performance information?

A.Through provided dashboards from a database extension
B.In the 'Databases' app
C.By running synthetic tests against the database
D.Looking at service data for a specific database

Correct Answer: B

The 'Databases' app in Dynatrace offers a comprehensive, vendor-agnostic view of all monitored databases. It consolidates performance metrics such as CPU usage, memory consumption, active sessions, response times, and failed connections. It is designed to give users a centralized location for investigating the health and performance of databases, making it the primary tool for such tasks. The app enables teams to correlate issues with underlying infrastructure, understand resource consumption, and identify performance bottlenecks directly tied to the database.
Provided dashboards from a database extension may contain useful visualizations but lack the breadth of metrics and insights that the dedicated Databases app provides. Synthetic tests are primarily used for simulating user behavior to test availability and performance from the user's perspective-not for internal database monitoring. Looking at service data can help in understanding application-level issues but does not deliver detailed or direct metrics from the database layer.
Reference: Based on official Dynatrace University training materials and product documentation.

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Question 25

Which Dynatrace app would be best suited to retain the results of a DQL query for later analysis?

A.Reports
B.Notebooks
C.Dashboards
D.Data Explorer

Correct Answer: B

Notebooks are the best tool in Dynatrace for retaining and reusing DQL query results .
They allow users to:
* Store DQL queries
* Keep query results for later analysis
* Combine queries with text, documentation, and visualizations
* Share insights across teams
Other options:
* Dashboards are for visualization, not query retention
* Data Explorer is for ad-hoc analysis
* Reports are more static and not designed for iterative DQL workflows
Reference: Based on official Dynatrace University training materials on Notebooks and DQL usage.

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