NO.20 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 (IT) has a CSV file stored on one of their Shared Documents folder within their SharePoint sites which they have ingested into audience insights. The file contains a row header with some special characters, columns of different types (quantities, prices, etc.), and some rows with a high proportion of nulls and missing primary keys. You have been asked to clean and transform the data in audience insights to be ready for unification.
What should you do?
Solution: Clean the data by transforming the first row to be used as headers and removing special characters and spaces from header row, defining column types to be appropriate field types, remove rows with missing primary keys, and name the query. Click “Next” and your data is now ready for unification.
Does this meet the goal?

NO.21 You are a Customer Data Platform Specialist.
One of the marketing users asked you to create two lists:
All customers that live in Paris, France
All customers that have made more than ten online purchases
You decide to create these lists as quick segments.
Which two options should you use as the base in quick segments to create the required insights? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

NO.22 You are a Customer Data Platform Specialist. You completed an initial implementation of audience insights. The marketing team wants to send a survey to customers. The survey will determine their interest in several new services that your company may begin offering.
The marketing team will use a new survey website that can provide the results in a format that allows you to perform a custom SFTP import without going through the data unification process.
How can you display the levels of interest a customer has in each new service to users in Dynamics 365 Sales?

NO.23 As a Customer Data Platform Specialist, you set up audience insights as the new Customer Data Platform.
The product owner wants you to make sure that data sources are refreshed daily.
Which five actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

NO.24 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?

NO.25 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.

NO.26 You are a Customer Data Platform Specialist. You are in the process of implementing audience insights as the Customer Data Platform (CDP) solution for your company.
Your manager asks you to give a short presentation for new users who will be using audience insights and explain some of the benefits that audience insights will offer them.
Which user group will take which benefit from audience insights? To answer, drag the appropriate user group to the correct benefit. Each user group may be used once, more than 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.

NO.27 You are a Customer Data Platform Specialist. The chief marketing officer (CMO) asked you to look at different use cases as you are implementing the Customer Insights platform.
Which use case is applicable to either audience insights or engagement insights? To answer, drag the appropriate capability to the correct use case. Each capability may be used once, more than 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.

NO.28 You are a Customer Data Platform Specialist. Dynamics 365 Customer Insights (CI) users have complained that they are not able to quickly find customers using main demographic data points. You must ensure users are able to search customers using any of the available fields.
Which two statements define the actions that should be completed to satisfy this requirement? Each option represents a partial solution.
NOTE: Each correct selection is worth one point.

NO.29 You are a Customer Data Platform Specialist. You need to design a process to share the unified customer profile with the sales team. The sales team uses the Dynamics 365 Sales app for marketing list generation.
Which two conditions must be met to export segments needed by the sales team to the D365 Sales app? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

NO.30 Your team developed and integrated a batch inferencing pipeline to audience insights. This allows for a new custom machine learning (ML) model to run and deliver new insights to your unified profiles dat
a. Your team is manually running the custom machine learning workflows.
Which statement is correct about allowing your workflow to run automatically with every scheduled refresh?

NO.31 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.

NO.32 You are a Customer Data Platform Specialist. You completed unification and are looking to create relevant segments for your business. You want to identify insights on fields that overlap between segments.
Which statement is correct about using segment overlap?

NO.33 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.

NO.34 You are a Customer Data Platform Specialist. The sales team asks you for an update on its requirement to be able to create a marketing list in Dynamics 365 Sales from audience insights data.
Which validation is necessary to satisfy the sales team’s requirement?

NO.35 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?

NO.36 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.

NO.37 You are a Customer Data Platform Specialist. Your company’s chief marketing officer (CMO) learns about Dynamics 365 Customer Insights engagement insights capability. Your CMO wants to understand how engagement insights can be used to enhance audience insights.
Which two statements describe the benefits of engagement insights? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

NO.38 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.

NO.39 You are a Customer Data Platform Specialist. Your company operates mainly in the business-to-business (B2B) space.
The chief marketing officer (CMO) asks you to implement audience insights and ensure that it can handle the company’s B2B scenarios and data.
Which statement is correct when considering audience insights for business accounts versus individual consumers?