Q17. You are a Customer Data Platform Specialist. You are configuring a workflow for a custom model using an Azure Machine Learning batch pipeline. Configuring this type of model requires different parameters than Machine Learning Studio (Classic) models.
Which two configuration parameters are required specifically for Azure Machine Learning batch pipelines? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q18. You are a Customer Data Platform Specialist. You need to create an additional audience insights environment based on the existing configuration in the development environment.
Which two statements are correct when creating an additional environment with limited amount of required configuration? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q19. You are a Customer Data Platform Specialist. You successfully installed the Customer Card Add-in and the required add-in control in Dynamics 365 Sales app. You need to show customer enrichment data from audience insights in the Dynamics 365 Sales application.
Which two statements must be true for you to show the required data on a Customer Card Add-in control? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q20. You are a Customer Data Platform Specialist. You already have a few existing production environments for audience insights. You were given a new production environment.
Which two statements are correct about creating a new production environment when other environments already exist? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q21. You are a Customer Data Platform Specialist. Your company uses audience insights as their Customer Data Platform.
The marketing team wants to know the total amount the customer has spent. The order lines are linked to a profile as part of the point-of-sale data source and through their loyalty ID.
Which five actions should you perform in sequence to create this insight? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Q22. You are a Customer Data Platform Specialist. Your company uses both audience insights and Dynamics 365 Sales. To enhance the customer information within Dynamics 365, you asked the Dynamics 365 administrators to add the audience insights timeline as a Customer Card add-in control on the contact form.
The Dynamics 365 administrators asked you to update the company’s Dynamics 365 user guide and explain how users can use the timeline.
Which action can users perform within the added customer card add-in timeline in Dynamics 365?

Q23. You are a Customer Data Platform Specialist. The marketing manager at your company wants to understand the training model performance for a customer lifetime value (CLV) model you configured.
What do the possible training model performance grades signify? To answer, drag the appropriate definition to the correct grade value. Each definition may be used once or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.

Q24. You are a Customer Data Platform Specialist. You are implementing a scheduled refresh in audience insights.
Which two statements are correct when describing scheduled refreshes? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.

Q25. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You are a Customer Data Platform Specialist. Your company’s information technology department already ingested a CSV file with column names in the first row into audience insights. You are asked to clean and transform the data to get it ready for unification.
What can you do to satisfy the requirements?
Solution: Clean the data by transforming the first row to be used as headers, defining column types to be appropriate field types, and naming the query. Create a full name column if it does not exist by merging the columns for the first name and last name. Click “Next” and your data is now ready for unification.
Does this meet the goal?

Q26. You are a Customer Data Platform Specialist. You are implementing an incremental refresh in audience insights. All the data is stored in an Azure SQL database and is ingested to audience insights using Power Query. You need to configure an incremental refresh for data sources.
Which four actions should you perform in sequence to meet this requirement? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Q27. You are a Customer Data Platform Specialist. Your organization recently implemented audience insights. You need to create a measure using the ‘Average Transaction Value’ template to track the average spent by a customer.
As part of the process of creating the measure, you need to add data and map it to the data from the Unified Activity entity.
When you are setting up the measure, which two steps should you perform to complete this task? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q28. You are a Customer Data Platform Specialist. Some of the data your company stores need to adhere to strict organization compliance and security when establishing connections and exports. Your information technology department tells you that you must use a dedicated Azure key vault with your audience insights environment to help the organization meet its compliance requirements. The dedicated key vault will be used to stage and use secrets in an organization’s compliance boundary.
Which two statements are true about using audience insights and Azure Key Vault to store the secrets for each of the connections set up?
NOTE: Each correct selection is worth one point.

Q29. You are a Customer Data Platform Specialist. Your company implemented audience insights and Dynamics 365 Marketing. One of the data sources is the behavioral data from Dynamics 365 Marketing.
You are reviewing the segment requirements with the marketing team. The marketing team wants the segments to exclude people who already received a commercial email in the last seven days. The marketing team creates segments in audience insights and Dynamics 365 Marketing.
Which option is the fastest way to fulfill the requirement?

Q30. You are a Customer Data Platform Specialist. Your organization is using the Dynamics 365 Customer Insights as the Customer Data Platform.
Your marketing team wants to explore the suggested segments feature and create a segment based on measures.
Which four steps should be performed in sequence to achieve this goal? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Q31. You are a Customer Data Platform Specialist. Your company’s information technology team wants to use the out-of-the-box customer lifetime value (CLV) machine learning (ML) capabilities that come with audience insights, but the team has some concerns about the suitability of their dat
a. You need to confirm if their research about data requirements is correct.
Which two statements are correct about the data characteristic requirements for configuring the CLV ML model? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q32. You are a Customer Data Platform Specialist. You are creating a new measure for business accounts (B2B) in audience insights.
One of the requirements for the new business-level measure is to add a dimension of the city for each business account.
What is needed to ensure that this measure is created as a business-level measure instead of a customer-level measure?

Q33. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
You are a Customer Data Platform Specialist. Your company’s information technology department already ingested a CSV file with column names in the first row into audience insights. You are asked to clean and transform the data to get it ready for unification.
What can you do to satisfy the requirements?
Solution: Clean the data by removing any rows with nulls and deleting any leading zeros on the primary key. Click “Next” and your data is now ready for unification.
Does this meet the goal?

Q34. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
You are a Customer Data Platform Specialist. Your company’s information technology department already ingested a CSV file with column names in the first row into audience insights. You are asked to clean and transform the data to get it ready for unification.
What can you do to satisfy the requirements?
Solution: Clean the data by changing columns with numbers to integer number format, which includes fields such as price, number of purchases, and postal code. You should convert primary key to integer number field if it contains only numbers. Click “Next” and your data is now ready for unification.
Does this meet the goal?

Q35. You are a Customer Data Platform Specialist. Your marketing team is in the process of mapping entities and attributes in the data unification process of audience insights. You are assisting them with completing this task.
Which two statements correctly describe how audience insights handles the mapping of semantic types for entity attributes? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Q36. You are a Customer Data Platform Specialist. You completed all the steps in the match phase of the data unification process in the audience insights. You need to review and validate your match results.
Which three metrics are available for you to validate the results? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.