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Dynatrace Dynatrace-Associate Exam Syllabus Topics:
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NEW QUESTION # 12
Name the 3 pillars of observability?
- A. Dynatrace RUM
- B. Logs
- C. Automation
- D. Metrics
- E. Traces
Answer: B,D,E
Explanation:
The three pillars of observability are:
* Metrics - numerical performance data
* Logs - event-based records
* Traces - end-to-end request tracking
These pillars provide the foundation for understanding system behavior.
Other options:
* Automation is not a pillar
* RUM is a capability built on top of these pillars
Reference: Based on standard observability principles covered in Dynatrace University.
NEW QUESTION # 13
Credential vault stores sensitive information for which Dynatrace capabilities?
- A. Synthetic HTTP monitors
- B. Dynatrace Apps
- C. Dynatrace API
- D. Synthetic Browser monitors
- E. Dynatrace Extensions v2
Answer: A,D,E
Explanation:
The Credential Vault in Dynatrace is used to securely store sensitive data such as usernames, passwords, and tokens for capabilities that require authentication.
It is used by:
* Synthetic Browser monitors for login simulations and scripted interactions
* Synthetic HTTP monitors for authenticated API testing
* Dynatrace Extensions v2 for connecting to external systems that require credentials Other options are not applicable:
* Dynatrace API uses tokens but not stored via Credential Vault in this context
* Dynatrace Apps do not rely on Credential Vault for authentication storage This ensures secure handling of credentials without exposing them in plain text.
Reference: Based on official Dynatrace University training materials covering Credential Vault usage.
NEW QUESTION # 14
I want to import metrics on a platform that is not supported by the OneAgent, what options do I have? (Select all that apply)
- A. OpenTelemetry
- B. Create a Dynatrace App
- C. Install the Dynatrace ActiveGate
- D. Use a Dynatrace Extension
Answer: A,D
Explanation:
When a platform is not supported by OneAgent, Dynatrace provides alternative methods to ingest metrics:
* OpenTelemetry allows ingestion of metrics using open standards, enabling integration with unsupported platforms by exporting telemetry data into Dynatrace
* Dynatrace Extensions (especially Extensions v2) allow users to collect custom metrics from technologies that are not natively supported Installing ActiveGate alone does not enable metric ingestion unless it is used in combination with extensions or APIs. Creating a Dynatrace App is unrelated to metric ingestion and is instead used for building custom UI or workflows within the platform.
Reference: Based on official Dynatrace University training materials on metric ingestion and extensions.
NEW QUESTION # 15
How can Business Event data be ingested into Dynatrace?
- A. Web and mobile RUM
- B. OpenTelemetry
- C. Dynatrace API
- D. Dynatrace OneAgent
- E. Logs
Answer: B,C
Explanation:
Business Event data can be ingested into Dynatrace using:
* Dynatrace API - allows sending structured business events directly into the platform
* OpenTelemetry - supports ingestion of custom event data through open standards Other options are incorrect:
* OneAgent focuses on observability data, not business events
* Logs are separate data types, not primary business event ingestion
* RUM captures user interactions, not structured business events
These ingestion methods enable flexible integration of business data into Dynatrace for analysis.
Reference: Based on official Dynatrace University training materials on Business Events and Grail ingestion.
NEW QUESTION # 16
I need fine-grained control of the Business Events data ingested. Adding which attribute allows me to achieve this?
- A. dt.security.context
- B. dt.entity.process_group_instance
- C. dt.spanid
- D. dt.traceid
Answer: A
Explanation:
The dt.security.context attribute enables fine-grained access control over ingested data, including Business Events.
It allows:
* Segmentation of data
* Restricting access to specific users or groups
* Applying security boundaries to sensitive datasets
Other attributes are related to tracing:
* dt.traceid and dt.spanid are for distributed tracing
* dt.entity.process_group_instance links data to entities
Only dt.security.context provides control over data access and segmentation.
Reference: Based on official Dynatrace University training materials covering Grail and data security.
NEW QUESTION # 17
Which Dynatrace app would be best suited to retain the results of a DQL query for later analysis?
- A. Dashboards
- B. Data Explorer
- C. Notebooks
- D. Reports
Answer: C
Explanation:
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.
NEW QUESTION # 18
What type of User Actions exists?
- A. XHR Actions
- B. Load Actions
- C. Click Actions
- D. Custom Actions
Answer: A,B,D
Explanation:
Dynatrace defines three main types of user actions:
* Load Actions - full page loads
* XHR Actions - background requests (AJAX/fetch)
* Custom Actions - user-defined actions
Click Actions are not a separate action type; clicks are typically captured within other action types such as load or custom actions.
Reference: Based on official Dynatrace University training materials on Real User Monitoring.
NEW QUESTION # 19
How best is the "Visually complete" metric defined?
- A. When all of the elements visible to the user on a webpage are 100% loaded and rendered
- B. The amount of time the first CSS element takes to load
- C. A simulated test that's run on the user's browser to evaluate how fast the browser can render an image
- D. When the largest element of the page is reported as rendered by the browser
Answer: A
Explanation:
Visually Complete measures the time when all visible elements on a page are fully rendered.
It reflects:
* What the user actually sees
* Completion of visual loading
Option B refers to Largest Contentful Paint (LCP) , not Visually Complete.
Reference: Based on official Dynatrace University training materials on RUM metrics.
NEW QUESTION # 20
Which of the cloud providers does Dynatrace natively support without extensions?
- A. Google Cloud Platform (GCP)
- B. IBM Cloud
- C. DigitalOcean
- D. Amazon Web Services (AWS)
- E. Microsoft Azure
Answer: A,D,E
Explanation:
Dynatrace provides native integration (without requiring extensions) for the major hyperscalers:
* Amazon Web Services (AWS)
* Microsoft Azure
* Google Cloud Platform (GCP)
These integrations provide deep visibility into cloud services, APIs, and metrics.
Other providers:
* DigitalOcean and IBM Cloud are not natively supported at the same level and typically require extensions or custom integration.
Reference: Based on official Dynatrace University training materials on cloud platform monitoring.
NEW QUESTION # 21
Where can I find the latest news on Dynatrace releases, blogs and innovation?
- A. dynatrace.com/news/blog
- B. youtube.com/hashtag/dynatrace
- C. dynatrace.com/news/engineering
- D. github.com/Dynatrace
- E. wikipedia.org/wiki/Dynatrace
Answer: A,C
Explanation:
The official and reliable sources for Dynatrace news, releases, and innovation updates are:
* Engineering news section , which shares technical updates, innovations, and product developments
* Dynatrace blog , which provides insights into new features, use cases, and platform updates While GitHub contains code repositories and tools, it is not considered an official source for release news and innovation updates. Other options like Wikipedia and YouTube are not official or authoritative sources for up-to-date product information.
Reference: Based on official Dynatrace University training materials regarding learning resources and official information channels.
NEW QUESTION # 22
Under what conditions can you mute or unmute a vulnerability?
- A. If a vulnerability is open
- B. For a specific Process Group
- C. If a vulnerability is resolved
- D. For a specific CVE
- E. For a specific Management Zone
Answer: B,D,E
Explanation:
Dynatrace allows muting/unmuting vulnerabilities with granular scope control , including:
* Specific Process Group
* Specific Management Zone
* Specific CVE (vulnerability identifier)
These options allow precise control over how vulnerabilities are handled and displayed.
Options based on state (open/resolved) are not the criteria for muting configuration.
Reference: Based on official Dynatrace University training materials on Application Security.
NEW QUESTION # 23
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 OpenKit
- C. Dynatrace Extensions v2
Answer: B
Explanation:
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.
NEW QUESTION # 24
Which of the following Synthetics simulate a user performing multiple actions across your website(s)?
- A. Browser clickpaths
- B. Ping test
- C. Single URL browser monitors
- D. HTTP monitor
Answer: A
Explanation:
Browser clickpaths simulate full user journeys across multiple steps in a web application.
They:
* Perform multiple actions (clicks, navigation, form submissions)
* Simulate real user workflows
* Validate end-to-end functionality
Other options:
* HTTP monitor = single request
* Single URL browser monitor = single page load
* Ping test = network check only
Reference: Based on official Dynatrace University training materials on Synthetic Monitoring.
NEW QUESTION # 25
Which Dashboard Tiles visualize the status of your entities using Red and Green Hexagons?
- A. Synthetic monitor health
- B. Web applications
- C. Application health
- D. Problems
- E. Service health
Answer: C,E
Explanation:
Dynatrace uses hexagon-style health tiles with green and red indicators to visualize the health status of monitored entities.
These are specifically used in:
* Service health tiles - showing health of services
* Application health tiles - showing overall application health
These tiles provide a quick visual overview of system health using color-coded hexagons.
Other options:
* Synthetic monitor health uses different visualization styles
* Web applications is not a tile type
* Problems shows problem cards, not hexagon visualization
Reference: Based on official Dynatrace University training materials covering dashboards and visualization types.
NEW QUESTION # 26
A team approaches you about fetching code-level information in Dynatrace about an AWS Lambda/Azure function. Assuming it is instrumented with OneAgent, what's the best place to go to get information about the function?
- A. Services page
- B. Logs page
- C. AWS/Azure page
- D. Hosts page
Answer: A
Explanation:
In Dynatrace, serverless functions (AWS Lambda / Azure Functions) are represented as services when instrumented.
The Services page provides:
* Code-level insights
* Distributed traces
* Performance metrics
* Failure analysis
Other options:
* Hosts page is not applicable to serverless
* Logs page shows logs only
* Cloud provider pages show infrastructure-level data, not deep code insights Reference: Based on official Dynatrace University training materials on serverless monitoring.
NEW QUESTION # 27
I want to view versioning metadata of the components I monitor in Dynatrace. Which options do I have for configuring this data? (Select all that apply)
- A. Kubernetes labels
- B. Smartscape
- C. Events ingestion
- D. Security vulnerability
- E. Environment variables
Answer: A,C,E
Explanation:
Dynatrace allows adding versioning and metadata to monitored entities through multiple configurable inputs:
Events ingestion can be used to push deployment and version information into Dynatrace, which is then associated with entities Kubernetes labels allow attaching version metadata (such as app version or build number) to workloads and pods Environment variables can be used to define version information that OneAgent automatically captures and associates with services or processes Smartscape is a visualization tool and does not configure metadata.
Security vulnerability relates to application security findings, not version metadata configuration.
Reference: Based on official Dynatrace University training materials on metadata, tagging, and deployment tracking.
NEW QUESTION # 28
Which of the following is the default threshold type used for anomaly detection on Hosts (CPU saturation, memory saturation, disk utilization...)?
- A. Automated Multi-Dimensional Baselining
- B. Impact Analysis
- C. Integrations
- D. Static Thresholds
Answer: A
Explanation:
Dynatrace uses Automated Multi-Dimensional Baselining as the default anomaly detection method for host metrics such as CPU, memory, and disk utilization.
This approach:
* Automatically learns normal behavior patterns over time
* Adjusts thresholds dynamically based on historical data
* Considers multiple dimensions such as time of day and workload patterns This allows Dynatrace to detect anomalies more accurately compared to fixed thresholds.
Static thresholds are manually defined and not the default.
Other options are unrelated to anomaly detection mechanisms.
Reference: Based on official Dynatrace University training materials covering anomaly detection and Davis AI.
NEW QUESTION # 29
How often are Classic Dashboard reports sent out? (Select all that apply)
- A. Bi-weekly
- B. Weekly
- C. Daily
- D. Monthly
Answer: B,D
Explanation:
Classic dashboard reports can be scheduled:
* Weekly
* Monthly
Daily and bi-weekly options are not supported in classic reporting.
Reference: Based on official Dynatrace University training materials on reporting.
NEW QUESTION # 30
Which of these data sources can I utilize when a Kubernetes cluster is being monitored?
- A. Infrastructure level metrics
- B. OpenKit monitoring data
- C. Prometheus metrics
- D. Kubernetes specific events and metrics
- E. Code level insights
Answer: A,C,D
Explanation:
When monitoring Kubernetes, Dynatrace provides multiple relevant data sources:
* Prometheus metrics - ingested and analyzed alongside other metrics
* Infrastructure-level metrics - CPU, memory, disk usage from nodes
* Kubernetes-specific events and metrics - pods, deployments, namespaces, cluster events Other options:
* Code-level insights relate to application tracing, not Kubernetes data sources directly
* OpenKit is used for custom user session tracking, not Kubernetes monitoring Reference: Based on official Dynatrace University training materials on Kubernetes monitoring.
NEW QUESTION # 31
Which Dynatrace capability can be used to query ingested log data?
- A. SQL
- B. DQL
- C. USQL
- D. JavaScript
Answer: B
NEW QUESTION # 32
What can conversion goals be based on? (Select all that apply)
- A. Destination URL
- B. Session Duration
- C. Specific User Action
- D. Number of Actions per Session
- E. Number of Errors on Session end
Answer: A,B,C,D
Explanation:
In Dynatrace Digital Experience Monitoring, conversion goals are used to measure key user behaviors and business outcomes. These goals can be defined based on several criteria related to user sessions and actions.
Supported bases for conversion goals include:
* Specific User Action , such as clicking a button or completing a defined interaction
* Destination URL , where reaching a specific page indicates a successful conversion
* Number of Actions per Session , which reflects engagement level
* Session Duration , indicating how long users interact with the application The Number of Errors on Session end is not used as a basis for defining conversion goals. Instead, it is used more for session quality analysis rather than measuring successful conversions.
Reference: Based on official Dynatrace University training materials covering Real User Monitoring and conversion goals.
NEW QUESTION # 33
How would you inject the RUM JavaScript tag when using an agentless deployment?
- A. Developing a Dynatrace ActiveGate extension to deploy the OneAgent
- B. Manually insert the RUM JavaScript tag into each HTML page of your application
- C. Install the Dynatrace OneAgent onto the application's database
- D. Utilize the Dynatrace API to get the latest version number of the RUM agent
Answer: B
Explanation:
In agentless RUM deployment , the JavaScript snippet must be manually inserted into the HTML pages of the application.
This allows Dynatrace to:
* Capture user interactions
* Monitor frontend performance
* Track sessions without requiring OneAgent installation
Other options are incorrect:
* ActiveGate extensions are unrelated
* OneAgent installation contradicts agentless setup
* API usage does not inject the script
Reference: Based on official Dynatrace University training materials on Agentless RUM deployment.
NEW QUESTION # 34
Which steps outline the Business Event Dataflow? (Select all that apply)
- A. Process
- B. Analyze
- C. Export
- D. Capture
Answer: A,B,D
Explanation:
The Business Event Dataflow in Dynatrace follows a structured pipeline that focuses on collecting, handling, and analyzing business events:
* Capture - Business events are ingested into Dynatrace from various sources such as applications, APIs, or external systems
* Process - The captured data is processed, enriched, and stored within the Dynatrace platform (Grail)
* Analyze - Users query and analyze the processed data using tools like dashboards and DQL Export is not considered a core step in the business event dataflow. While exporting data is possible, it is not part of the primary ingestion-to-analysis pipeline defined in Dynatrace.
Reference: Based on official Dynatrace University training materials covering Business Analytics and Grail data flow.
NEW QUESTION # 35
A developer wants to know how long it took for their application to load a specific resource request as a part of a button being clicked. What tool would be appropriate to find this information?
- A. The "Web" application
- B. User Session Query Language
- C. User action analysis
- D. Waterfall analysis
Answer: D
Explanation:
Waterfall analysis provides a detailed breakdown of all resource requests triggered by a user action, including timing for each request.
It allows developers to:
* See exactly how long each resource takes to load
* Analyze dependencies between requests
* Identify bottlenecks in frontend performance
This is especially useful for analyzing resource loading triggered by actions such as button clicks.
Other options:
* Web application view provides overview data
* User Session Query Language is for querying session data
* User action analysis provides aggregated insights, not detailed request timing Reference: Based on official Dynatrace University training materials covering Real User Monitoring and waterfall analysis.
NEW QUESTION # 36
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