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[General] Professional Exam Data-Cloud-Consultant Cram Questions, Ensure to pass the Data-

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【General】 Professional Exam Data-Cloud-Consultant Cram Questions, Ensure to pass the Data-

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Salesforce Data-Cloud-Consultant Exam Syllabus Topics:
TopicDetails
Topic 1
  • Segmentation and Insights: This topic defines basic concepts of segmentation and use cases, identifies scenarios for analyzing segment membership, configuring, refining, and maintaining segments within Data Cloud, and differentiating between calculated and streaming insights.
Topic 2
  • Act on Data: This topic defines activations and their basic use cases, using attributes and related attributes, identifying and analyzing timing dependencies affecting the Data Cloud lifecycle. Additionally it focuses on troubleshooting common problems with activations, and using data actions, including their requirements and intended use cases.
Topic 3
  • Data Ingestion and Modeling: This topic covers the different transformation capabilities within Data Cloud. It includes describing processes and considerations for data ingestion from various sources, defining, mapping, and modeling data using best practices aligned with identity resolution. Lastly, it discusses using available tools to inspect and validate ingested and modeled data.
Topic 4
  • Identity Resolution: It describes matching and how its rule sets are applied. Furthermore, it discusses reconciling data and its rule sets, the results of identity resolution, and use cases.
Topic 5
  • Data Cloud Overview: This topic covers Data Cloud's function, key terminology, business value, typical use cases, the Data Cloud lifecycle, dependencies, and principles of data ethics. These sub-topics provide an overview of Data Cloud's capabilities and applications.

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Salesforce Certified Data Cloud Consultant Sample Questions (Q126-Q131):NEW QUESTION # 126
How does Data Cloud handle an individual's Right to be Forgotten?
  • A. Deletes the specified Individual record and its Unified Individual Link record.
  • B. Deletes the specified Individual and records from any data source object mapped to the Individual data model object.
  • C. Deletes the specified Individual and records from any data model object/data lake object related to the Individual.
  • D. Deletes the records from all data source objects, and any downstream data model objects are updated at the next scheduled ingestion
Answer: C
Explanation:
Data Cloud handles an individual's Right to be Forgotten by deleting the specified Individual and records from any data model object/data lake object related to the Individual. This means that Data Cloud removes all the data associated with the individual from the data space, including the data from the source objects, the unified individual profile, and any related objects. Data Cloud also deletes the Unified Individual Link record that links the individual to the source records. Data Cloud uses the Consent API to process the Right to be Forgotten requests, which are reprocessed at 30, 60, and 90 days to ensure a full deletion.
The other options are not correct descriptions of how Data Cloud handles an individual's Right to be Forgotten. Data Cloud does not delete the records from all data source objects, as this would affect the data integrity and availability of the source systems. Data Cloud also does not delete only the specified Individual record and its Unified Individual Link record, as this would leave the source records and the related records intact. Data Cloud also does not delete only the specified Individual and records from any data source object mapped to the Individual data model object, as this would leave the related records intact.
Requesting Data Deletion or Right to Be Forgotten
Data Deletion for Data Cloud
Use the Consent API with Data Cloud
Data and Identity in Data Cloud

NEW QUESTION # 127
Cumulus Financial segregates its sales CRM data based on Region for its Data Cloud users. Multiple data spaces are configured: a default space and two additional spaces tailored for EMEA and APAC regions.
EME A sales reps who need temporary access to visualize data for both regions say that they cannot visualize APAC data. APAC sales reps can visualize the corresponding segmented data.
Which statement describes the cause of this issue?
  • A. The EMEA sales reps have not been assigned to the profile associated with the APAC data space.
  • B. The APAC data space is not associated with any permission set.
  • C. The EMEA sales reps have not been assigned to the permission set associated with the APAC data space.
  • D. The APAC data space Is not associated with any profile.
Answer: C
Explanation:
The issue arises because the EMEA sales reps cannot visualize APAC data, while APAC sales reps can access their segmented data. The root cause is that the EMEA sales reps lack the necessary permissions to access the APAC data space. Here's why:
Understanding the Issue
Cumulus Financial uses data spaces to segregate CRM data by region (default, EMEA, APAC).
EMEA sales reps need temporary access to APAC data but are unable to view it.
APAC sales reps can access their corresponding segmented data without issues.
Why Permission Sets?
Data Space Access Control :
Data spaces in Salesforce Data Cloud are secured using profiles and permission sets .
Users must be explicitly granted access to a data space via their assigned profiles or permission sets.
Root Cause Analysis :
Since APAC sales reps can access their data, the APAC data space is properly configured.
The issue lies with the EMEA sales reps, who likely do not have the required permission set granting access to the APAC data space.
Temporary Access :
Temporary access can be granted by assigning the appropriate permission set to the EMEA sales reps.
Steps to Resolve the Issue
Step 1: Identify the Required Permission Set
Navigate to Setup > Permission Sets and locate the permission set associated with the APAC data space.
Step 2: Assign the Permission Set
Assign the APAC data space permission set to the EMEA sales reps requiring temporary access.
Step 3: Verify Access
Confirm that the EMEA sales reps can now visualize APAC data.
Step 4: Revoke Temporary Access
Once the temporary access period ends, remove the permission set from the EMEA sales reps.
Why Not Other Options?
A). The EMEA sales reps have not been assigned to the profile associated with the APAC data space rofiles are typically broader and less flexible than permission sets for managing temporary access.
B). The APAC data space is not associated with any permission set :This is incorrect because APAC sales reps can access their data, indicating the data space is properly configured.
C). The APAC data space is not associated with any profile :Similar to Option B, this is incorrect because APAC sales reps can access their data.
Conclusion
The issue is resolved by ensuring that the EMEA sales reps are assigned the permission set associated with the APAC data space . This grants them temporary access to visualize APAC data.

NEW QUESTION # 128
A customer has a calculated insight about lifetime value.
What does the consultant need to be aware of if the calculated insight.
needs to be modified?
  • A. Existing dimensions can be removed.
  • B. Mew measures can be added.
  • C. Existing measures can be removed.
  • D. Mew dimensions can be added.
Answer: A
Explanation:
A calculated insight is a multidimensional metric that is defined and calculated from data using SQL expressions. A calculated insight can include dimensions and measures. Dimensions are the fields that are used to group or filter the data, such as customer ID, product category, or region. Measures are the fields that are used to perform calculations or aggregations, such as revenue, quantity, or average order value. A calculated insight can be modified by editing the SQL expression or changing the data space. However, the consultant needs to be aware of the following limitations and considerations when modifying a calculated insight12:
* Existing dimensions cannot be removed. If a dimension is removed from the SQL expression, the calculated insight will fail to run and display an error message. This is because the dimension is used to create the primary key for the calculated insight object, and removing it will cause a conflict with the existing data. Therefore, the correct answer is B.
* New dimensions can be added. If a dimension is added to the SQL expression, the calculated insight will run and create a new field for the dimension in the calculated insight object. However, the consultant should be careful not to add too many dimensions, as this can affect the performance and usability of the calculated insight.
* Existing measures can be removed. If a measure is removed from the SQL expression, the calculated insight will run and delete the field for the measure from the calculated insight object. However, the consultant should be aware that removing a measure can affect the existing segments or activations that use the calculated insight.
* New measures can be added. If a measure is added to the SQL expression, the calculated insight will run and create a new field for the measure in the calculated insight object. However, the consultant should be careful not to add too many measures, as this can affect the performance and usability of the calculated insight. References: Calculated Insights, Calculated Insights in a Data Space.

NEW QUESTION # 129
Cumulus Financial created a segment called High Investment Balance Customers. This is a foundational segment that includes several segmentation criteria the marketing team should consistently use.
Which feature should the consultant suggest the marketing team use to ensure this consistency when creating future, more refined segments?
  • A. Package High Investment Balance Customers in a data kit.
  • B. Create new segments by cloning High Investment Balance Customers.
  • C. Create a High Investment Balance calculated insight.
  • D. Create new segments using nested segments.
Answer: D
Explanation:
Explanation
Nested segments are segments that include or exclude one or more existing segments. They allow the marketing team to reuse filters and maintain consistency in their data by using an existing segment to build a new one. For example, the marketing team can create a nested segment that includes High Investment Balance Customers and excludes customers who have opted out of email marketing. This way, they can leverage the foundational segment and apply additional criteria without duplicating the rules. The other options are not the best features to ensure consistency because:
* B. A calculated insight is a data object that performs calculations on data lake objects or CRM data and returns a result. It is not a segment and cannot be used for activation or personalization.
* C. A data kit is a bundle of packageable metadata that can be exported and imported across Data Cloud orgs. It is not a feature for creating segments, but rather for sharing components.
* D. Cloning a segment creates a copy of the segment with the same rules and filters. It does not allow the marketing team to add or remove criteria from the original segment, and it may create confusion and redundancy. References: Create a Nested Segment - Salesforce, Save Time with Nested Segments (Generally Available) - Salesforce, Calculated Insights - Salesforce, Create and Publish a Data Kit Unit | Salesforce Trailhead, Create a Segment in Data Cloud - Salesforce

NEW QUESTION # 130
A Data Cloud customer wants to adjust their identity resolution rules to increase their accuracy of matches. Rather than matching on email address, they want to review a rule that joins their CRM Contacts with their Marketing Contacts, where both use the CRM ID as their primary key.
Which two steps should the consultant take to address this new use case?
Choose 2 answers
  • A. Create a matching rule based on party identification that matches on CRM ID as the party identification name.
  • B. Map the primary key from the two systems to party identification, using CRM ID as the identification name for individuals coming from the CRM, and Marketing ID as the identification name for individuals coming from the marketing platform.
  • C. Map the primary key from the two systems to Party Identification, using CRM ID as the identification name for both.
  • D. Create a custom matching rule for an exact match on the Individual ID attribute.
Answer: A,C
Explanation:
To address this new use case, the consultant should map the primary key from the two systems to Party Identification, using CRM ID as the identification name for both, and create a matching rule based on party identification that matches on CRM ID as the party identification name. This way, the consultant can ensure that the CRM Contacts and Marketing Contacts are matched based on their CRM ID, which is a unique identifier for each individual. By using Party Identification, the consultant can also leverage the benefits of this attribute, such as being able to match across different entities and sources, and being able to handle multiple values for the same individual. The other options are incorrect because they either do not use the CRM ID as the primary key, or they do not use Party Identification as the attribute type. References: Configure Identity Resolution Rulesets, Identity Resolution Match Rules, Data Cloud Identity Resolution Ruleset, Data Cloud Identity Resolution Config Input

NEW QUESTION # 131
......
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