Last Updated: Jul 30, 2026
No. of Questions: 171 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| Data Ingestion and Modeling | 20% | - Data validation and inspection - Data modeling best practices - Ingestion from various sources - Transformation and mapping |
| Act on Data | 18% | - Process automation and triggering - Troubleshooting activations - Activation concepts and use cases - Attribute usage and management |
| Data Cloud Overview | 18% | - Business value and use cases - Architecture and ecosystem - Core concepts and terminology |
| Identity Resolution | 14% | - Identity use cases - Matching and reconciliation rules - Unified profile creation - Conflict resolution |
| Segmentation and Insights | 18% | - Segment creation and configuration - Insight implementation - Calculated vs streaming insights - Segment membership analysis |
| Data Cloud Setup and Administration | 12% | - Permissions and access control - Data streams and data bundles - Data spaces and configuration - Monitoring and maintenance tools |
1. A customer has multiple team members who create segment audiences that work in different time zones. One team member works at the home office in the Pacific time zone, that matches the org Time Zone setting.
Another team member works remotely in the Eastern time zone.
Which user will see their home time zone in the segment and activation schedule areas?
A) The team member in the Pacific time zone.
B) Both team members; Data Cloud adjusts the segment and activation schedules to the time zone of the logged-in user
C) Neither team member; Data Cloud shows all schedules in GMT.
D) The team member in the Eastern time zone.
2. To import campaign members into a campaign in Salesforce CRM, a user wants to export the segment to Amazon S3. The resulting file needs to include the Salesforce CRM Campaign ID in the name.
What are two ways to achieve this outcome?
Choose 2 answers
A) Include campaign identifier in the filename specification.
B) Hard code the campaign identifier as a new attribute in the campaign activation.
C) Include campaign identifier in the activation name.
D) Include campaign identifier in the segment name.
3. A company wants to include certain personalized fields in an email by including related attributes during the activation in Data Cloud. It notices that some values, such as purchased product names, do not have consistent casing in Marketing Cloud Engagement. For example, purchased product names appear as follows: Jacket, jacket, shoes, SHOES. The company wants to normalize all names to proper case and replace any null values with a default value.
How should a consultant fulfill this requirement within Data Cloud?
A) Use formula fields when ingesting at the data stream level.
B) Create a streaming insight with a data action.
C) Create one batch data transform that creates a new DLO.
D) Create one batch data transform per data stream.
4. A Data Cloud consultant tries to save a new 1-to-l relationship between the Account DMO and Contact Point Address DMO but gets an error.
What should the consultant do to fix this error?
A) Map Account to Contact Point Email and Contact Point Phone also.
B) Map additional fields to the Contact Point Address DMO.
C) Make sure that the total account records are high enough for Identity resolution.
D) Change the cardinality to many-to-one to accommodate multiple contacts per account.
5. Which method should a consultant use when performing aggregations in windows of 15 minutes on data collected via the Interaction SDK or Mobile SDK?
A) Formula fields
B) Batch transform
C) Calculated insight
D) Streaming insight
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A,C | Question # 3 Answer: C | Question # 4 Answer: B | Question # 5 Answer: D |
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