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Marketing Cloud Intelligence Accredited Professional (AP-215) Question and Answers

Marketing Cloud Intelligence Accredited Professional (AP-215)

Last Update Sep 26, 2025
Total Questions : 63

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Questions 1

Which two statements are correct regarding LiteConnect?

Options:

A.  

It does not require any identification of entities, keys or any other categorization.

B.  

The dataset does not conform to the standard data model

C.  

All of the dimensions mapped within a LiteConnect data stream are considered overarching entities.

D.  

Data coming from LiteConnect cannot be harmonized with the rest of the workspace data via the harmonization center at a later step.

Discussion 0
Questions 2

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?

Options:

A.  

Data Stream A

B.  

Data Stream C

C.  

Any of the data streams can technically be the parent

D.  

Data Stream B

Discussion 0
Questions 3

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?

Options:

A.  

Transformers

B.  

Parent Chile

C.  

Fusion

D.  

Custom Classification

E.  

Calculated dimensions

Discussion 0
Questions 4

Client has provided sample flies of their data from the following data sources:

Google Campaign Manager

Below are the requirements from the client and additional information:

• The sources are linked to each other by shared Media Buy names.

• In addition-to the mutual Media Buys, the sources contain campaign and site values. However, the client would like to see the campaign/site values coming from Google CM and not from Google DV360.

• The source of truth for cost is Google DV360.

As a first step, a Parent-Child relationship was created between the two files, and the following mapping was performed, within both data streams:

Please note:

• All other measurements were mapped as well to the appropriate fields.

• No other mapping manipulations or formulas were implemented.

How many records will the merged table hold?

Options:

A.  

4

B.  

8

C.  

3

D.  

Depends on the Data Updates Permissions

Discussion 0
Questions 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” — 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?

Options:

A.  

3

B.  

1

C.  

0

D.  

2

Discussion 0
Questions 6

Which Marketing Cloud Intelligence field is considered an attribute and not a “variable”?

Options:

A.  

Campaign Category

B.  

Device Category

C.  

Device Browser

D.  

Geo Location

Discussion 0
Questions 7

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)

Options:

A.  

Option A

B.  

Option B

C.  

Option C

D.  

Option D

Discussion 0
Questions 8

What are two potential reasons for performance issues (when loading a dashboard) when using the CRM data stream type?

Options:

A.  

When a data stream type ''CRM - Leads' is created, another complementary 'CRM - Opportunity' is created automatically.

B.  

Pacing - daily rows are being created for every lead and opportunity keys

C.  

No mappable measurements - all measurements are calculated

D.  

The data is stored at the workspace level.

Discussion 0
Questions 9

Which two statements are correct regarding variable Dimensions in marketing Cloud intelligence’s data model?

Options:

A.  

These dimensions are stored at the workspace level

B.  

Variable Dimensions hold a Many-to-Many relationship with its main entity

C.  

All variables exist in every data set type, hence are considered as overarching dimensions

D.  

These are stand alone dimensions that pertain to the data set itself rather than to a specific entity

Discussion 0
Questions 10

Which two statements are correct regarding variable Dimensions in marketing Cloud intelligence’s data model?

Options:

A.  

These dimensions are stored at the workspace level

B.  

Variable Dimensions hold a Many-to-Many relationship with its main entity

C.  

All variables exist in every data set type, hence are considered as overarching dimensions

D.  

These are stand alone dimensions that pertain to the data set itself rather than to a specific entity

Discussion 0
Questions 11

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?

Options:

A.  

4

B.  

0

C.  

1

D.  

3

Discussion 0
Questions 12

A client has integrated data from Facebook Ads. Twitter ads, and Google ads in marketing Cloud intelligence. For each data source, the source, the data follows a naming convensions as …

Facebook Ads Naming Convention - Campaign Name:

CampID_CampName#Market_Object#object#targetAge_TargetGender

Twitter Ads Naming Convention- Media Buy Name

MarketTargeAgeObjectiveOrderID

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. Given the above information, which statement is correct regarding the ability to implement this request?

wet Me - Given the above information, which statement i 's Correct regarding the ability to implement this request?

Options:

A.  

The client Wi-Fi be able to harmonize only Google Ads and Twitter Ads, as Facebook Ads naming convention contains mufti delimiters.

B.  

it is not possible to do this, as the naming conventions are different

C.  

This is not possible as the naming conventions are in different fields (Campaign Name and Placement Name)

D.  

The client will be able to do this and it will require building three patterns.

Discussion 0
Questions 13

Which option will yield the desired result:?

Options:

A.  

Option 1

B.  

Option 4

C.  

Option 2

D.  

Option 3

Discussion 0
Questions 14

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)

Options:

A.  

Option A

B.  

Option B

C.  

Option C

D.  

Option D

Discussion 0
Questions 15

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?

Options:

A.  

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.

B.  

Create a second Pattern for Media Buy Name

C.  

Create a second Pattern for Media Buy Name and add a validation list (with the two values) 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

Discussion 0
Questions 16

Which three statements accurately describe the different data stream types in Marketing Cloud intelligence?

Options:

A.  

Every data stream type includes the Medio Buy entity

B.  

All data stream types consist of at least one entity

C.  

All data stream types share at least one mutual measurement

D.  

Each data stream type has Its own main entity

E.  

Each data stream type has its own set of measurements

Discussion 0
Questions 17

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.

What three advantages are gained when using Patterns & Data Classification as the harmonization method for creating the Objective field?

Options:

A.  

Ease of Maintenance

B.  

Performance (Performance when loading a dashboard page)

C.  

Use of code

D.  

Scalability

E.  

Processing (processing time when loading relevant data streams)

Discussion 0