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Salesforce Marketing Cloud Intelligence Accredited Professional : AP-215 Exam

AP-215 Exam Questions
  • Exam Code: AP-215
  • Exam Name: Marketing Cloud Intelligence Accredited Professional
  • Updated: Aug 22, 2026
  • Q & A: 64 Questions and Answers
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Salesforce AP-215 Exam Syllabus Topics:

SectionObjectives
Marketing Use Cases and Activation- Cross-channel marketing insights
- Campaign performance analysis
- Business reporting use cases
Data Quality and Troubleshooting- Error handling and debugging
- Data validation and monitoring
- Performance optimization
Administration and Security- User roles and permissions
- Data access control
- Platform configuration
Analytics and Dashboarding- Dashboard creation and configuration
- Visualization best practices
- Insights and reporting
Data Modeling and Transformation- Data model structure and schema design
- Normalization and harmonization
- Metrics and dimensions configuration
Data Ingestion and Integration- Data synchronization and scheduling
- Data sources and connectors
- Data ingestion processes

Salesforce Marketing Cloud Intelligence Accredited Professional Sample Questions:

1. 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?

A) Calculated dimensions
B) Transformers
C) Parent Chile
D) Fusion
E) Custom Classification


2. A client would like to integrate the following two sources:
Google Campaign Manager:

IAS:

After configuring a Parent-Child relationship between the files, which query should an implementation engineer run in order to QA the setup?

A) Media Buy Type, Media Buy Name, Impressions, Analyzed Impressions
B) Media Buy Name, Impressions
C) Creative Name, Impressions, Analyzed Impressions
D) Media Buy Type, Analyzed Impressions


3. A client has provided you with sample files of their data from the following data sources:
1.Google Analytics
2.Salesforce Marketing Cloud
The link between these sources is on the following two fields:
Message Send Key
A portion of: web_site_source_key
Below is the logic the client would like to have implemented in Datorama:
For 'web site medium' values containing the word "email" (in all of its forms), the section after the "_" delimiter in 'web_site_source_key' is a 4 digit number, which matches the 'Message Send Key' values from the Salesforce Marketing Cloud file. Possible examples of this can be seen in the following table:
Google Analytics:

Salesforce Marketing Cloud:

The client's objective is to visualize the mutual key values alongside measurements from both files in a table.

In order to achieve this, what steps should be taken?

A) Upload the two files and create a Parent-Child relationship between them. The Override Media Buy Hierarchy checkbox is checked in Google Analytics.
B) Create a Web Analytics Site custom attribute and populate it with the extraction logic. Create a Data Fusion between the newly created attribute and the Message Send Key.
C) Within both files, map the desired value to Custom Classification Key as follows Salesforce Marketing Cloud: map entire Message Key to Custom Classification Key.
Google Analytics: map the extraction logic to Custom Classification Key.
D) Create a Web Analytics Site Source custom attribute and populate it with the extraction logic. Create a Data Fusion between the newly created attribute and the Message Send Key.


4. Which two statements are correct regarding LiteConnect?

A) It does not require any identification of entities, keys or any other categorization.
B) Data coming from LiteConnect cannot be harmonized with the rest of the workspace data via the harmonization center at a later step.
C) All of the dimensions mapped within a LiteConnect data stream are considered overarching entities.
D) The dataset does not conform to the standard data model


5. 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?

A) interest
B) Confirmed Interest & Registered
C) Confirmed interest
D) Interest & Registered


Solutions:

Question # 1
Answer: E
Question # 2
Answer: A
Question # 3
Answer: C
Question # 4
Answer: A,D
Question # 5
Answer: D

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