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Salesforce AP-215 Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Reporting and Analytics	12%	- Insight generation and interpretation - Report creation and scheduling - Attribution models
Topic 2: Overarching Entities	3%	- Use cases and application scenarios - Structure and configuration
Topic 3: Performance and Troubleshooting	5%	- Monitoring and optimization - Common issues and fixes
Topic 4: Data Harmonization	3%	- Standardization methods - Cross-source alignment - Pros and cons of harmonization approaches
Topic 5: Data Integration and Ingestion	12%	- API and file-based import - Refresh schedules and data flow - Data streams and connectors
Topic 6: Dashboards and Visualization	15%	- Dashboard design and layout - KPI and metric display - Chart types and usage
Topic 7: Datasets and Data Views	10%	- Filtering and segmentation - View configuration and sharing - Dataset creation and management
Topic 8: Data Permissions and Governance	5%	- Data update controls - User access and roles - Parent-child data setups
Topic 9: Automation and Workflow	5%	- Workflow setup - Automated distribution
Topic 10: Data Mapping and Modeling	5%	- Dimensions and measures - Data structure and relationships - Source of truth configuration
Topic 11: Calculated Fields and Functions	5%	- Extract and transformation formulas - Custom calculations - VLOOKUP and FUZZYVLOOKUP
Topic 12: General Functionalities	13%	- Basic concepts and terminology - Navigation and interface - Core platform capabilities
Topic 13: Data Quality and Cleansing	7%	- Duplicate management - Error handling and correction - Validation rules

Salesforce Marketing Cloud Intelligence Accredited Professional Sample Questions:

1. 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
C) 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.
D) Create a second Pattern for Media Buy Name and apply a Classification Rule (with the two values) for the final Harmonized Dimension

2. The following file was uploaded into Marketing Cloud Intelligence as a generic dataset type:

The mapping is as follows:
Day - Day
Web_site_source - Main Generic Entity Attribute 01
Page Views - Generic Metric 1
*Note that 'web_site_key' and 'web_site_name' are NOT mapped.
How many rows will be stored in Marketing Cloud Intelligence after the above file is ingested?

A) 1
B) 0
C) 4
D) 3

3. A client wants to integrate their data within Marketing Cloud Intelligence to optimize their marketing Insights and cross-channel marketing activity analysis. Below are details regarding the different data sources and the number of data streams required for each source.

Which three advantages does a client gain from using Calculated Dimensions as the harmonization method for creating the Objective field?

A) Processing - creation of Calculated Dimensions will ease the processing time of the data streams it relates to
B) Scalability - future data streams that will follow similar logic will be automatically harmonized.
C) Data model restrictions - Calculated Dimensions do not need to adhere to Marketing Cloud Intelligence's data model
D) Ease of Maintenance - the logic is written and populated in one centralized place
E) Performance (Performance when loading a dashboard page) should be optimized as the values of calculated dimensions are stored within the database.

4. A client has integrated the following files:
File A:

File B:

The client would like to link the two files in order to view the two KPIs ('Tasks Completed' and 'Tasks Assigned) alongside 'Employee Name' and/or
'Squad'.
The client set the following properties:
+ File A is set as the Parent data stream
* Both files were uploaded to a generic data stream type.
* Override Media Buy Hierarchies is checked for file A.
* The 'Data Updates Permissions' set for file B is 'Update Attributes and Hierarchy'.
When filtering on the entire date range (1-30/8), and querying employee ID, Name and Squad with the two measurements - what will the result look like?

A)

B)

C)

D)

5. A client's data consists of three data streams as follows:

* The data streams should be linked together through a parent-child relationship.
* Out of the three data streams, Data Stream C is considered the source of truth for both the dimensions and measurements.
Which data stream should be set as a parent?