Last Updated: Sep 27, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: General Functionalities | 13% | - Navigation and interface - Basic concepts and terminology - Core platform capabilities |
| Topic 2: Reporting and Analytics | 12% | - Insight generation and interpretation - Attribution models - Report creation and scheduling |
| Topic 3: Data Integration and Ingestion | 12% | - Refresh schedules and data flow - Data streams and connectors - API and file-based import |
| Topic 4: Overarching Entities | 3% | - Use cases and application scenarios - Structure and configuration |
| Topic 5: Data Permissions and Governance | 5% | - User access and roles - Data update controls - Parent-child data setups |
| Topic 6: Data Mapping and Modeling | 5% | - Dimensions and measures - Data structure and relationships - Source of truth configuration |
| Topic 7: Calculated Fields and Functions | 5% | - Custom calculations - Extract and transformation formulas - VLOOKUP and FUZZYVLOOKUP |
| Topic 8: Data Quality and Cleansing | 7% | - Duplicate management - Error handling and correction - Validation rules |
| Topic 9: Data Harmonization | 3% | - Standardization methods - Pros and cons of harmonization approaches - Cross-source alignment |
| Topic 10: Dashboards and Visualization | 15% | - Chart types and usage - KPI and metric display - Dashboard design and layout |
| Topic 11: Performance and Troubleshooting | 5% | - Monitoring and optimization - Common issues and fixes |
| Topic 12: Automation and Workflow | 5% | - Automated distribution - Workflow setup |
| Topic 13: Datasets and Data Views | 10% | - Filtering and segmentation - Dataset creation and management - View configuration and sharing |
Source 3:
Via the harmonization Center, the Client has created Patterns and applied a classification rule using source 2.
While performing QA, you have spotted that the final value of clicks for Product Group Ais 10, where it should've been i5.
How can an implementation engineer fix this discrepancy?
Correct Answer: B 🗳️
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Which three statements describe Overarching Entities? 03m 23s
Correct Answer: C,D,E 🗳️
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Which option will yield the desired result:?
Correct Answer: A 🗳️
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Your client would like to create a new harmonization field - Exam Topic.
The below table represents the harmonization logic from each source.
As can be seen from the table there are in fact two fields that hold a certain connection: Exam ID and Exam Topic. The connection indicates that where an Exam ID is found -a single Exam Topic value is associated with it.
The Client has a requirement to be able to view measurements from all data sources sliced by Exam Topic values as seen in the following example:
Which harmonization feature should an Implementation engineer use to meet the client's requirement?
Correct Answer: E 🗳️
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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" - Main Generic Entity Attribute
"Opportunity Count" - Generic Custom Metric
A pivot table was created to present the count of opportunities in each stage. The pivot table is filtered on Jan 11th. What is the number of 'opportunities in the Confirmed Interest stage?
Correct Answer: A 🗳️
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