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[Hardware] Recommended Data-Con-101 Exam Questions To Pass In First Try

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【Hardware】 Recommended Data-Con-101 Exam Questions To Pass In First Try

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Salesforce Certified Data Cloud Consultant Sample Questions (Q12-Q17):NEW QUESTION # 12
A consultant needs to create a data graph based on several DLOs,
Which step should the consultant take to make this work?
  • A. Map the DLOS to DMOS and use these in the data graph.
  • B. Batch transform the DLOs to multiple DMOs and activate these with the data graph.
  • C. Use a data action to update the data graph with the DLO data
  • D. Map the DLOs directly to a data graph.
Answer: A
Explanation:
To create a data graph based on several Data Lake Objects (DLOs) , the consultant should map the DLOs to Data Model Objects (DMOs) and use these in the data graph. Here's why:
Understanding Data Graphs
A data graph in Salesforce Data Cloud represents relationships between entities (e.g., customers, accounts, orders) and their attributes.
It is built using Data Model Objects (DMOs) , which provide a standardized structure for unified profiles and related data.
Why Map DLOs to DMOs?
Role of DLOs and DMOs :
DLOs are raw data sources ingested into Data Cloud.
DMOs are standardized objects used for identity resolution and unified profiles.
Mapping DLOs to DMOs ensures that raw data is transformed into a structured format suitable for data graphs.
Building the Data Graph :
Once the DLOs are mapped to DMOs, the consultant can use the DMOs to define relationships and build the data graph.
This approach ensures consistency and alignment with the unified data model.
Other Options Are Less Suitable :
A). Use a data action to update the data graph with the DLO data : Data actions are used for triggering workflows, not for building data graphs.
C). Map the DLOs directly to a data graph : DLOs cannot be directly mapped to a data graph; they must first be transformed into DMOs.
D). Batch transform the DLOs to multiple DMOs and activate these with the data graph : This is overly complex and unnecessary when mapping DLOs to DMOs suffices.
Steps to Create the Data Graph
Step 1: Map DLOs to DMOs
Navigate to Data Cloud > Data Streams and map the relevant fields from the DLOs to the corresponding DMOs.
Step 2: Define Relationships
Use the Data Model tab to define relationships between DMOs (e.g., linking Individuals to Accounts).
Step 3: Build the Data Graph
Use the mapped DMOs to create the data graph, defining nodes (entities) and edges (relationships).
Step 4: Validate the Graph
Test the data graph to ensure it accurately represents the desired relationships and data flow.
Conclusion
The consultant should map the DLOs to DMOs and use these in the data graph to ensure a structured and consistent approach to building relationships between entities.

NEW QUESTION # 13
Which statement is true related to batch ingestions from Salesforce CRM?
  • A. CRM data cannot be manually refreshed and must wait for the next scheduled synchronization.
  • B. When a column is added or removed, the CRM connector performs a full refresh.
  • C. The CRM connector's synchronization times can be customized to up to 15-minute intervals.
  • D. The CRM connector performs an incremental refresh when 600K or more deletion records are detected.
Answer: B
Explanation:
The question asks which statement is true about batch ingestions from Salesforce CRM into Salesforce Data Cloud. Batch ingestion refers to the process of periodically syncing data from Salesforce CRM (e.g., Accounts, Contacts, Opportunities) into Data Cloud. The focus is on how the CRM connector handles changes in data structure (e.g., adding or removing columns) and synchronization behavior.
Why A is Correct: "When a column is added or removed, the CRM connector performs a full refresh." Behavior of the CRM Connector :
The Salesforce CRM connector automatically detects schema changes, such as when a field (column) is added or removed in the source CRM object.
When such changes occur, the CRM connector triggers a full refresh of the data for that object. This ensures that the data model in Data Cloud aligns with the updated schema in Salesforce CRM.
Why a Full Refresh is Necessary :
A full refresh ensures that all records are re-ingested with the updated schema, avoiding inconsistencies or missing data caused by incremental updates.
Incremental updates only capture changes (e.g., new or modified records), so they cannot handle schema changes effectively.
Other Options Are Incorrect :
B). The CRM connector performs an incremental refresh when 600K or more deletion records are detected :
This is incorrect because the CRM connector does not switch to incremental refresh based on the number of deletion records. It always performs incremental updates unless a schema change triggers a full refresh.
C). The CRM connector's synchronization times can be customized to up to 15-minute intervals : While synchronization schedules can be customized, the minimum interval is typically 1 hour , not 15 minutes.
D). CRM data cannot be manually refreshed and must wait for the next scheduled synchronization : This is incorrect because users can manually trigger a refresh of CRM data in Data Cloud if needed.
Steps to Understand CRM Connector Behavior
Step 1: Schema Changes Trigger Full Refresh
If a field is added or removed in Salesforce CRM, the CRM connector detects this change and initiates a full refresh of the corresponding object in Data Cloud.
Step 2: Incremental Updates for Regular Syncs
For regular synchronization, the CRM connector performs incremental updates, capturing only new or modified records since the last sync.
Step 3: Manual Refresh Option
Users can manually trigger a refresh in Data Cloud if immediate synchronization is required, bypassing the scheduled sync.
Step 4: Monitor Synchronization Logs
Use the Data Cloud Monitoring tools to track synchronization status, including full refreshes and incremental updates.
Conclusion
The statement "When a column is added or removed, the CRM connector performs a full refresh" is true. This behavior ensures that the data model in Data Cloud remains consistent with the schema in Salesforce CRM, avoiding potential data integrity issues.

NEW QUESTION # 14
A customer needs to integrate in real time with Salesforce CRM.
Which feature accomplishes this requirement?
  • A. Data actions and Lightning web components
  • B. Streaming transforms
  • C. Sales and Service bundle
  • D. Data model triggers
Answer: B
Explanation:
The correct answer is A. Streaming transforms. Streaming transforms are a feature of Data Cloud that allows real-time data integration with Salesforce CRM. Streaming transforms use the Data Cloud Streaming API to synchronize micro-batches of updates between the CRM data source and Data Cloud in near-real time1. Streaming transforms enable Data Cloud to have the most current and accurate CRM data for segmentation and activation2.
The other options are incorrect for the following reasons:
B). Data model triggers. Data model triggers are a feature of Data Cloud that allows custom logic to be executed when data model objects are created, updated, or deleted3. Data model triggers do not integrate data with Salesforce CRM, but rather manipulate data within Data Cloud.
C). Sales and Service bundle. Sales and Service bundle is a feature of Data Cloud that allows pre-built data streams, data model objects, segments, and activations for Sales Cloud and Service Cloud data sources4. Sales and Service bundle does not integrate data in real time with Salesforce CRM, but rather ingests data at scheduled intervals.
D). Data actions and Lightning web components. Data actions and Lightning web components are features of Data Cloud that allow custom user interfaces and workflows to be built and embedded in Salesforce applications5. Data actions and Lightning web components do not integrate data with Salesforce CRM, but rather display and interact with data within Salesforce applications.
1: Load Data into Data Cloud
2: [Data Streams in Data Cloud]
3: [Data Model Triggers in Data Cloud] unit on Trailhead
4: [Sales and Service Bundle in Data Cloud] unit on Trailhead
5: [Data Actions and Lightning Web Components in Data Cloud] unit on Trailhead
[Data Model in Data Cloud] unit on Trailhead
[Create a Data Model Object] article on Salesforce Help
[Data Sources in Data Cloud] unit on Trailhead
[Connect and Ingest Data in Data Cloud] article on Salesforce Help
[Data Spaces in Data Cloud] unit on Trailhead
[Create a Data Space] article on Salesforce Help
[Segments in Data Cloud] unit on Trailhead
[Create a Segment] article on Salesforce Help
[Activations in Data Cloud] unit on Trailhead
[Create an Activation] article on Salesforce Help

NEW QUESTION # 15
A marketing manager at Northern Trail Outfitters wants to Improve marketing return on investment (ROI) by tapping into Insights from Data Cloud Segment Intelligence.
Which permission set does a user need to set this up?
  • A. Cloud Marketing Manager
  • B. Data Cloud User
  • C. Data Cloud Data Aware Specialist
  • D. Data Cloud Admin
Answer: D
Explanation:
To configure and use Segment Intelligence in Salesforce Data Cloud for improving marketing ROI, the user requires administrative privileges. Here's the detailed analysis:
Data Cloud Admin (Option D):
Permission Set Scope:
The Data Cloud Admin permission set grants full access to configure advanced Data Cloud features, including Segment Intelligence, which provides AI-driven insights (e.g., audience trends, engagement metrics).
Admins can define metrics, enable predictive models, and analyze segment performance, all critical for optimizing marketing ROI.
Official Documentation:
Salesforce's Data Cloud Permission Sets Guide explicitly states that Segment Intelligence configuration and management require administrative privileges. Only the Data Cloud Admin role can modify data model settings, access AI/ML tools, and apply segment recommendations (Source: "Admin vs. Standard User Permissions").
Why "Cloud Marketing Manager (C)" Is Incorrect:
No Standard Permission Set:
"Cloud Marketing Manager" is not a standard Salesforce Data Cloud permission set. This option may conflate Marketing Cloud roles (e.g., Marketing Manager) with Data Cloud's permission structure.
Marketing Cloud vs. Data Cloud:
While Marketing Cloud has roles like "Marketing Manager," Data Cloud uses distinct permission sets (Admin, User, Data Aware Specialist). Segment Intelligence is a Data Cloud feature and requires Data Cloud- specific permissions.
Other Options:
Data Cloud Data Aware Specialist (A): Provides read-only access to data governance tools but lacks permissions to configure Segment Intelligence.
Data Cloud User (B): Allows basic segment activation and viewing but cannot set up AI-driven insights.
Steps to Validate:
Step 1: Assign the Data Cloud Admin permission set via Setup > Users > Permission Sets.
Step 2: Navigate to Data Cloud > Segment Intelligence to configure analytics, review AI recommendations, and optimize segments.
Step 3: Use insights to refine targeting and measure ROI improvements.
Conclusion: The Data Cloud Admin permission set is required to configure and leverage Segment Intelligence, as it provides the necessary administrative rights to Data Cloud's advanced analytics and AI tools. "Cloud Marketing Manager" is not a valid permission set in Data Cloud.

NEW QUESTION # 16
Luxury Retailers created a segment targeting high value customers that it activates through Marketing Cloud for email communication. The company notices that the activated count is smaller than the segment count.
What is a reason for this?
  • A. Data Cloud enforces the presence of Contact Point for Marketing Cloud activations. If the individual does not have a related Contact Point, it will not be activated.
  • B. Marketing Cloud activations apply a frequency cap and limit the number of records that can be sent in an activation.
  • C. Marketing Cloud activations automatically suppress individuals who are unengaged and have not opened or clicked on an email in the last six months.
  • D. Marketing Cloud activations only activate those individuals that already exist in Marketing Cloud. They do not allow activation of new records.
Answer: A
Explanation:
The reason for the activated count being smaller than the segment count is A. Data Cloud enforces the presence of Contact Point for Marketing Cloud activations. If the individual does not have a related Contact Point, it will not be activated. A Contact Point is a data model object that represents a channel or method of communication with an individual, such as email, phone, or social media. For Marketing Cloud activations, Data Cloud requires that the individual has a related Contact Point of type Email, which contains a valid email address. If the individual does not have such a Contact Point, or if the Contact Point is missing or invalid, the individual will not be activated and will not receive the email communication. Therefore, the activated count may be lower than the segment count, depending on how many individuals in the segment have a valid email Contact Point. References: Salesforce Data Cloud Consultant Exam Guide, Contact Point, Marketing Cloud Activation

NEW QUESTION # 17
......
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