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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Datasets and Data Views | 10% | - View configuration and sharing - Filtering and segmentation - Dataset creation and management |
| Topic 2: Automation and Workflow | 5% | - Automated distribution - Workflow setup |
| Topic 3: Data Integration and Ingestion | 12% | - Data streams and connectors - API and file-based import - Refresh schedules and data flow |
| Topic 4: Reporting and Analytics | 12% | - Report creation and scheduling - Insight generation and interpretation - Attribution models |
| Topic 5: General Functionalities | 13% | - Core platform capabilities - Basic concepts and terminology - Navigation and interface |
| Topic 6: Dashboards and Visualization | 15% | - KPI and metric display - Dashboard design and layout - Chart types and usage |
| Topic 7: Data Permissions and Governance | 5% | - Data update controls - User access and roles - Parent-child data setups |
| Topic 8: Data Quality and Cleansing | 7% | - Duplicate management - Validation rules - Error handling and correction |
| Topic 9: Data Mapping and Modeling | 5% | - Source of truth configuration - Dimensions and measures - Data structure and relationships |
| Topic 10: Data Harmonization | 3% | - Pros and cons of harmonization approaches - Cross-source alignment - Standardization methods |
| Topic 11: Calculated Fields and Functions | 5% | - VLOOKUP and FUZZYVLOOKUP - Custom calculations - Extract and transformation formulas |
| Topic 12: Overarching Entities | 3% | - Structure and configuration - Use cases and application scenarios |
| Topic 13: Performance and Troubleshooting | 5% | - Monitoring and optimization - Common issues and fixes |
1. Which three statements accurately describe the different data stream types in Marketing Cloud intelligence?
A) All data stream types share at least one mutual measurement
B) All data stream types consist of at least one entity
C) Each data stream type has its own set of measurements
D) Every data stream type includes the Medio Buy entity
E) Each data stream type has Its own main entity
2. What Is a disadvantage of using a Vlookup formula?
A) It allows classifying data only on a basis of mutual entity keys.
B) Can return values only from the same data stream type
C) It cannot be used more than once from the same data stream.
D) Could extend processing time of data streams.
3. An implementation engineer is requested to create the harmonization field - Magician This field should come from multiple Twitter Ads data streams, and should follow the below logic:
Using the Harmonization Center, the engineer created a single Pattern for Campaign Name. What other action should the engineer take to meet the requirements?
A) Create a second Pattern for Media Buy Name and add a validation list (with the two values) for the final Harmonized Dimension.
B) Create a second Pattern for Media Buy Name and apply a Classification Rule (with the two values) for the final Harmonized Dimension
C) Create a second Pattern for Media Buy Name
D) Create a second Pattern for Media Buy Name and apply two Classification Rules (one for 'Messi' and another for Ronaldo') for the final Harmonized Dimension.
4. An implementation engineer has been provided with 4 different source files: 03m 48s
1. Twitter Ads ~
2. Creative Classification
3. Placement Classification
4, Campaign Category Classification
The main source is Twitter Ads (which includes various fields and KPIs), and the rest are classification files that connect to Twitter Ads and enrich different fields within it.
The connections between the files are described as follows:
1st Party Creative Classification
File structure/headers:
Creative ID - links back to Creative Key (Twitter Ads)
1st Party Placement Classification by
File structure/headers:
A)
B)
C)
D) 
5. A client created a new KPI: CPS (Cost per Sign-up).
The new KIP is mapped within the data stream mapping, and is populated with the following logic: (Media Cost) / Sign-ups) As can be seen in the table below, CPS was created twice and was set with two different aggregations:
From looking at the table, what are the aggregation settings for each one of the newly created KPIs?
A)
B)
C)
D) 
Solutions:
| Question # 1 Answer: B,C,E | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: B |
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