Data 360 Consultant Practice Test 32 — 15 Questions

Question 1

Where can a consultant review the status and details of ongoing data stream ingestion runs in Data Cloud?

Accepted Answer

Data Stream Detail page under the Run History tab. The Data Stream detail page provides a run history tab showing the status, record counts, and error details of each ingestion job.

Answer

Salesforce CRM Setup Audit Trail

Answer

Marketing Cloud Connect dashboard

Answer

Tableau Server connection manager

Question 2

Which THREE methods can be used to monitor data stream health and troubleshoot ingestion errors in Data Cloud? (Choose THREE)

Accepted Answer

Inspecting raw records using Data Explorer.. Consultants can use the Data Stream run history logs, Data Explorer to verify ingested records, and workspace monitoring tools to check system health.

Answer

Analyzing Salesforce CRM Apex Debug logs.

Answer

Running a SOQL query in Developer Console to query DSO tables.

Question 3

A consultant needs to ingest data from an SFTP server into Data Cloud. How should this be architected if Data Cloud does not have a direct native SFTP batch connector?

Accepted Answer

Stage the files from SFTP into a supported cloud storage provider (e.g., Amazon S3) and ingest via a batch data stream.. When direct native connectors like SFTP are not available, data is typically staged in a supported cloud storage provider (like Amazon S3 or Google Cloud Storage) using an automated ETL tool or middleware like MuleSoft, and then ingested via a batch data stream.

Answer

Configure the Salesforce CRM connector to read the SFTP files directly.

Answer

Use manual CSV uploads via Data Explorer every hour.

Answer

Write a custom Apex trigger on the SFTP server to push records directly to Data Source Objects.

Question 4

What is the primary role of Data Source Objects (DSOs) in the Data Cloud architecture?

Accepted Answer

To store unharmonized raw data from connected data streams. DSOs store raw incoming data streams before they are mapped to harmonized Data Model Objects.

Answer

To publish data to external ad networks

Answer

To execute audience segmentation queries

Answer

To build machine learning models in Einstein Studio

Question 5

Which TWO factors influence the speed and performance of batch data stream ingestion in Data Cloud? (Choose TWO)

Accepted Answer

Complexity and number of formula transformations applied during mapping.. Batch ingestion performance is affected by file size/number of files in cloud storage and the complexity of formula transformations or data types being parsed.

Answer

The physical location of the administrator's laptop.

Answer

The color scheme configured in the Salesforce CRM user interface.

Answer

The number of active browser tabs open by the administrator viewing the Data Streams tab.

Question 6

A consultant is mapping a Salesforce CRM Contact data stream to the Individual DMO. The client wants to ensure that the contact's phone number is harmonized into the standard contact point phone DMO. How should this be structured?

Accepted Answer

Map the phone number to the Contact Point Phone DMO and relate it to the Individual DMO via foreign key.. Contact points (phone, email, address) in the Cloud Information Model are modeled as related child objects to the Individual DMO rather than flat attributes on the Individual DMO.

Answer

Write a Calculated Insight to extract phone numbers into a separate table.

Answer

Map the phone number directly as a custom field on the Individual DMO root object.

Answer

Concatenate all phone numbers into a single text string on the Contact object before ingestion.

Question 7

Which THREE best practices should a consultant follow when configuring streaming ingestion via the Ingestion API? (Choose THREE)

Accepted Answer

Implement exponential backoff and retry logic in client applications to handle rate-limiting.. Best practices for the Ingestion API include defining strict JSON schema contracts, implementing exponential backoff retry logic for 429 errors, and sending payloads with unique primary keys.

Answer

Store authentication tokens permanently in client-side JavaScript code.

Answer

Write Apex triggers to process incoming API payloads on the Salesforce CRM platform.

Question 8

An administrator is configuring a Google Cloud Storage batch data stream. The data stream runs successfully, but zero records are ingested, and the error log indicates a file permission denial. What must the administrator check in Google Cloud?

Accepted Answer

Verify that the Salesforce service account has correct IAM read permissions on the Google Cloud storage bucket.. Cloud storage integration requires granting appropriate read permissions (IAM roles and service account access) to the Salesforce Data Cloud service principal.

Answer

Check that the Google Cloud storage bucket has public internet access enabled for all IP addresses.

Answer

Rewrite all filenames to remove uppercase letters.

Answer

Switch the ingestion format from CSV to XML.

Question 9

Which tool provides a visual representation of all data streams, data source objects, data model objects, and their connections in Data Cloud?

Accepted Answer

Data Model Canvas / Data Landscape. The Data Landscape or Data Model visualization canvas provides an end-to-end view of data streams, DSOs, and DMOs.

Answer

Salesforce Optimizer

Answer

Einstein Discovery Dashboard

Answer

Marketing Cloud Journey Builder

Question 10

Which THREE key responsibilities does a Data Cloud consultant have when designing the data ingestion and modeling strategy? (Choose THREE)

Accepted Answer

Establish object relationships and cardinality to support downstream segmentation.. Consultants must identify source systems and choose appropriate ingestion methods, design scalable data model objects adhering to the CIM, and establish correct relationships between DMOs.

Answer

Manually configure HTML email templates in Marketing Cloud Engagement.

Answer

Write Apex triggers to manage database indexing on external ERP systems.

Question 11

Which THREE types of data objects are available in the Data Cloud data model architecture? (Choose THREE)

Accepted Answer

Data Model Objects (DMOs). Data Cloud data model architecture includes Data Source Objects (DSOs), Data Model Objects (Dmos) - which can be standard or custom - and Insight Objects.

Answer

Apex Trigger Objects

Answer

Visualforce Page Objects

Question 12

A consultant is mapping a date field from an external CSV data stream to the Individual DMO. The source date format is 'DD/MM/YYYY', but Data Cloud expects 'YYYY-MM-DD'. How should the consultant resolve this?

Accepted Answer

Apply a formula transformation during the field mapping step to reformat the date string.. Data Cloud mapping allows the use of formula transformations (such as date parsing functions) during the mapping step to convert source formats into standard ISO date formats.

Answer

Delete the data stream and recreate it using a Parquet file format.

Answer

Rewrite the source system's database schema to output ISO dates.

Answer

Change the global timezone setting in Data Cloud Setup.

Question 13

Which Data Cloud feature enables real-time event streaming from web and mobile applications directly into Data Source Objects?

Accepted Answer

Interaction SDK (Web and Mobile SDKs). The Data Cloud Interaction SDK (Web and Mobile SDKs) captures visitor events in real-time.

Answer

Salesforce CRM Bulk API

Answer

Marketing Cloud FTP drop

Answer

Heroku Connect sync trigger

Question 14

An administrator has set up a new Data Cloud org and wants to verify that the out-of-the-box Data Model mappings for the Salesforce CRM Sales bundle are correct. Where should the administrator navigate in Data Cloud Setup?

Accepted Answer

Data Cloud Setup > Data Manager > Data Canvas. Mapping data from Data Source Objects to Data Model Objects is managed under the Data Manager section in Data Cloud.

Answer

Setup > Platform Tools > Data Mapping

Answer

Data Cloud Setup > Object Manager

Answer

Data Cloud Setup > Data Streams > Mappings

Question 15

What is the purpose of assigning the 'Data Cloud Admin' permission set to an administrator?

Accepted Answer

To grant full administrative access to configure and manage all Data Cloud features and settings.. The Data Cloud Admin permission set grants full administrative control over Data Cloud features, including setup, connectors, data streams, and data spaces.

Answer

To enable Salesforce CRM platform customization like custom objects and Apex triggers.

Answer

To allow the user to approve marketing email campaigns sent from Marketing Cloud.

Answer

To manage AWS cloud infrastructure settings directly from Salesforce.