Last Updated: Oct 12, 2026
No. of Questions: 64 Questions & Answers with Testing Engine
Download Limit: Unlimited
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| Section | Objectives |
|---|---|
| Analytics and Dashboarding | - Dashboard creation and configuration - Insights and reporting - Visualization best practices |
| Administration and Security | - Platform configuration - Data access control - User roles and permissions |
| Marketing Use Cases and Activation | - Campaign performance analysis - Business reporting use cases - Cross-channel marketing insights |
| Data Ingestion and Integration | - Data ingestion processes - Data synchronization and scheduling - Data sources and connectors |
| Data Modeling and Transformation | - Metrics and dimensions configuration - Normalization and harmonization - Data model structure and schema design |
| Data Quality and Troubleshooting | - Performance optimization - Data validation and monitoring - Error handling and debugging |
A client's data consists of three data streams as follows:
Data Stream A:
Correct Answer: A 🗳️
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A technical architect is provided with the logic and Opportunity file shown below:
The opportunity status logic is as follows:
For the opportunity stages "Interest", "Confirmed Interest" and "Registered", the status should be "Open".
For the opportunity stage "Closed", the opportunity status should be closed.
Otherwise, return null for the opportunity status.
Given the above file and logic and assuming that the file is mapped in a GENERIC data stream type with the following mapping:
"Day" - Standard "Day" field
"Opportunity Key" > Main Generic Entity Key
"Opportunity Stage" - Generic Entity key 2
A pivot table was created to present the count of opportunities in each stage. The pivot table is filtered on Jan 7th -11th.Which option reflects the stage(s) the opportunity key 123AA01 is associated with?
Correct Answer: D 🗳️
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An implementation engineer is requested to extract the first three-letter segment of the Campaign Name values.
For example:
Campaign Name: AFD@Mulop-1290
Desired outcome: AFD
Other examples:
Which formula will return the desired values?
Correct Answer: D 🗳️
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Ina workspace that contains one hundred data streams and a lot of data, what is the biggest downside of using calculated dimensions?
Correct Answer: C 🗳️
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What are two potential reasons for performance issues (when loading a dashboard) when using the CRM data stream type?
Correct Answer: A,D 🗳️
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