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100+ Free Marketing Cloud Intelligence Accredited Professional Practice Questions

Salesforce Marketing Cloud Intelligence Accredited Professional (Exam AP-215) practice questions are available now; exam metadata is being verified.

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In a solution design, a client needs both spend (from a budget source) and delivery metrics (from an ad platform) in one view at the campaign level. What is the best harmonization strategy?

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B
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2026 Statistics

Key Facts: Marketing Cloud Intelligence Accredited Professional Exam

~$200

Exam Fee (USD)

Salesforce Trailhead Academy (approximate)

~70%

Passing Score

Salesforce (approximate)

90 min

Exam Duration

Salesforce Trailhead Academy

~40-50

Question Count

Salesforce (typical; exact count not published)

3

Ingestion Methods (API, TotalConnect, LiteConnect)

Salesforce Help (Datorama)

5

Custom Classification Levels per Data Model

Salesforce Marketing Cloud Intelligence

The Marketing Cloud Intelligence Accredited Professional exam (AP-215), administered by Salesforce Trailhead Academy, is a proctored multiple-choice and multiple-select exam of roughly 40-50 questions in about 90 minutes, with a passing score near 70% and a fee around $200 USD. It covers the Marketing Cloud Intelligence (Datorama) data model, data streams and integration (API Connectors, TotalConnect, LiteConnect), data harmonization (Patterns, Data Classification, Custom Classifications, Data Fusion), calculated dimensions and measurements, data update permissions, CRM data, solution design, and QA. Exact logistics may change; confirm current details on Trailhead Academy.

Sample Marketing Cloud Intelligence Accredited Professional Practice Questions

Try these sample questions to test your Marketing Cloud Intelligence Accredited Professional exam readiness. Each question includes a detailed explanation. Start the interactive quiz above for the full 100+ question experience with AI tutoring.

1In Marketing Cloud Intelligence (formerly Datorama), what does a Data Stream Type primarily define when you create a new data stream?
A.The dashboard theme applied to widgets built from the stream
B.The user permissions required to view the resulting report
C.Which Marketing Cloud Intelligence fields (dimensions and measurements) are available for mapping based on the source
D.The billing tier consumed by the connected data source
Explanation: A Data Stream Type defines which Marketing Cloud Intelligence fields are available for mapping based on your data source, aligning the incoming data to the platform's marketing-oriented data model. Choosing the right type (for example Ads, Cost, or Generic) determines the dimensions and measurements you can map.
2Which of the following is NOT a valid way to ingest data into Marketing Cloud Intelligence?
A.TotalConnect
B.LiteConnect
C.SmartLens
D.API Connectors
Explanation: Marketing Cloud Intelligence ingests data through API Connectors, TotalConnect, and LiteConnect. 'SmartLens' is not an ingestion method in the platform, so it is the correct answer to a question asking which is NOT a valid method.
3A client has a proprietary CSV export from an internal database with no prebuilt connector, and they need the data mapped to the standard data model so it harmonizes with their media data. Which ingestion method is the best fit?
A.LiteConnect
B.A native Salesforce CRM Connector
C.An API Connector for the proprietary database
D.TotalConnect
Explanation: TotalConnect is the universal data connector for uploading any file type (CSV, Excel, and others) through the Marketing Cloud Intelligence data model, including ML-assisted mapping. It is the right choice when a source has no prebuilt API connector but you still need the data mapped and harmonized.
4A marketer wants to drag and drop a one-off spreadsheet of weather data to instantly visualize it without committing to the data model or doing any mapping. Which method should they use?
A.TotalConnect
B.API Connector
C.Data Fusion
D.LiteConnect
Explanation: LiteConnect is the easiest way to connect a flat file: you drag and drop it and Marketing Cloud Intelligence automatically generates a dashboard, with no requirement to map fields or fit the predefined data model. It is ideal for ad hoc and non-marketing sources like weather, sales, or geographic data.
5In the Marketing Cloud Intelligence data model, how are 'dimensions' best described relative to 'measurements'?
A.Dimensions are numeric values to be aggregated; measurements are descriptive text fields
B.Dimensions are only available in calculated fields, while measurements come only from raw data
C.Dimensions and measurements are interchangeable terms for the same field type
D.Dimensions are descriptive attributes used to slice data; measurements are the numeric metrics being analyzed
Explanation: In the data model, dimensions are descriptive attributes (such as date, campaign name, region, or channel) used to slice and group data, while measurements are the numeric metrics (such as impressions, clicks, cost, or conversions) that get aggregated and analyzed.
6An entity in the Marketing Cloud Intelligence data model is most analogous to which Salesforce concept?
A.A permission set that grants record access
B.A data object that describes a type of data and holds related dimensions and measurements
C.A flow that automates record updates
D.A sharing rule that controls visibility
Explanation: An entity describes a type of data (such as Media Buy, Campaign, Site, or Creative) and contains its own set of dimensions and measurements, much like a data object in Salesforce. Each data stream can map fields to one or more entities.
7Within a single media data stream, what is the typical cardinality between the Media Buy entity and the Creative entity?
A.One-to-one: each media buy has exactly one creative
B.One-to-many: a single media buy can have many creatives
C.Many-to-one: many media buys roll up into one creative
D.There is no relationship between media buys and creatives
Explanation: A single Media Buy can have multiple creative variations to test performance or target different audiences, producing a one-to-many relationship between the Media Buy Key and the Creative Key. This hierarchy is central to how Marketing Cloud Intelligence rolls up performance data.
8What is the correct top-to-bottom order of the standard media-buy hierarchy entities in Marketing Cloud Intelligence?
A.Creative > Campaign > Media Buy > Site
B.Site > Campaign > Media Buy > Creative
C.Media Buy > Site > Creative > Campaign
D.Campaign > Creative > Site > Media Buy
Explanation: The standard hierarchy flows from Site (the platform or channel) down through Campaign, then Media Buy, and finally Creative at the most granular level. This parent-child structure lets data streams that contain higher levels act as parents that lower-level child streams inherit attributes from.
9What is a Custom Classification in Marketing Cloud Intelligence?
A.An overarching cross-channel entity available across all data models that supplements primary data
B.A widget type used only on executive dashboards
C.A user role that restricts which data streams can be edited
D.A scheduling option that controls how often API connectors run
Explanation: Custom Classifications are overarching, cross-channel entities available across all data models. They let you blend data from different models and supplement primary data, for example pivoting Search, Social, and Email data using a shared classification value.
10A Custom Classification value attaches to which part of a data stream type?
A.The Main Entity Key, and a single Main Entity Key can hold only one Custom Classification value
B.Every measurement field independently
C.The data stream's update schedule
D.The workspace, applying to all streams equally
Explanation: Custom Classifications are attributes of the Main Entity Key of each data stream type, and one Main Entity Key can hold only one Custom Classification value. This is why you map the classification at the main entity level across each stream you want to unify.

About the Marketing Cloud Intelligence Accredited Professional Practice Questions

Verified exam format metadata for Salesforce Marketing Cloud Intelligence Accredited Professional (Exam AP-215) is pending. The practice questions above remain available while official exam length, timing, passing score, fee, and administrator details are reviewed.