- Exam Code: AP-215
- Exam Name: Marketing Cloud Intelligence Accredited Professional
- Updated: Aug 29, 2026
- Q & A: 64 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Data Integration and Ingestion | 12% | - Data streams and connectors - API and file-based import - Refresh schedules and data flow |
| Data Harmonization | 3% | - Pros and cons of harmonization approaches - Standardization methods - Cross-source alignment |
| Data Permissions and Governance | 5% | - Parent-child data setups - Data update controls - User access and roles |
| General Functionalities | 13% | - Basic concepts and terminology - Navigation and interface - Core platform capabilities |
| Overarching Entities | 3% | - Use cases and application scenarios - Structure and configuration |
| Data Mapping and Modeling | 5% | - Source of truth configuration - Data structure and relationships - Dimensions and measures |
| Calculated Fields and Functions | 5% | - VLOOKUP and FUZZYVLOOKUP - Extract and transformation formulas - Custom calculations |
| Reporting and Analytics | 12% | - Insight generation and interpretation - Attribution models - Report creation and scheduling |
| Datasets and Data Views | 10% | - Filtering and segmentation - View configuration and sharing - Dataset creation and management |
| Automation and Workflow | 5% | - Workflow setup - Automated distribution |
| Performance and Troubleshooting | 5% | - Monitoring and optimization - Common issues and fixes |
| Dashboards and Visualization | 15% | - KPI and metric display - Chart types and usage - Dashboard design and layout |
| Data Quality and Cleansing | 7% | - Error handling and correction - Duplicate management - Validation rules |
Question 1
A client provides the following three files:
File A:
File B:
File C:
File A was uploaded using the Ads data stream type.
The client would like to create this view (data from Files B & C) in Datorama:
Which proposed solution would cause a false connection between the two files?
A. VLOOKUP in Data Stream B. Vlookup will return "Day" and "Installs"
B. VLOOKUP in Data Stream C. Vlookup will return "MB Name"
C. Data Classification
D. Custom classification
Question 2
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?
A. 2
B. 0
C. 3
D. 1
Question 3
An implementation engineer has been asked by a client for assistance with the following problem:
The below dataset was ingested:
However, when performing QA and querying a pivot table with Campaign Category and Clicks, the value for Type' is 4.
What could be the reason for this discrepancy?
A. The aggregation function is set as LIFETIME
B. The measurement 'Clicks' is set as a percentage.
C. A mapping formula was populated, indicating not to bring Type! values.
D. The aggregation function is set as AVG
Question 4
A client has integrated data from Facebook Ads, Twitter Ads, and Google Ads in Marketing Cloud Intelligence. For each data source, the data follows a naming convention as shown below:
Facebook Ads Naming Convention - Campaign Name:
Camp|D_CampName#Market_Objective#TargetAge_TargetGender
Twitter Ads Naming Convention - Media Buy Name:
Market|TargetAge|Objective|OrderID
' Google Ads Naming Convention - Media Buy Name:
Buying Type_Market_Objective
The client wants to harmonize their data on the common fields between these two platforms (i.e. Market and Objective) using the Harmonization 'Center.
In addition to the previous details, the client provides the following data sample:

Logic specification:
If a value is not present in the Validation List, return "Not Valid"
If a value is not present in the Classification File, return "Unclassified".
If the Harmonization center is used to harmonize the above data and files, what table will show the final output?
A.
B.
C.
D. 
Question 5
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.
When harmonizing the Objective field from within the data stream mapping, which advantage is gained?
A. Performance (Performance when loading a dashboard page)
B. Ease of Maintenance
C. Ease of Setup
D. Scalability
Solutions:
| Question 1 Answer: A | Question 2 Answer: B | Question 3 Answer: D | Question 4 Answer: A | Question 5 Answer: B |
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