Data 360 Consultant Practice Questions 2 — 50 Questions

Question 1

A consultant is explaining the Data Cloud architecture to a technical steering committee. They describe the layer that holds data mapped to the standard Customer 360 data model. What is the name of this layer?

Choose an answer to begin — your selection is scored in the full session.

Accepted Answer

Data Model Objects (DMOs). The harmonized data layer in Data Cloud consists of Data Model Objects (DMOs) structured around the Customer 360 Data Model.

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Staging Objects

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Raw Lake Storage

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Data Lake Objects (DLOs)

Question 2

A Data Cloud Consultant is asked to set up an activation that targets specific contacts who have abandoned a shopping cart within the last 2 hours. Which activation approach best fits this requirement?

Accepted Answer

Configure a streaming Data Action targeting a webhook that triggers a real-time abandoned cart message.. Shopping cart abandonment within 2 hours requires near real-time responsiveness, which is best achieved using Data Actions and streaming data rather than batch-scheduled segment activations.

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Schedule an hourly Calculated Insight batch job.

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Export daily SFTP files to an external email service provider.

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Create a batch segment with a 24-hour refresh schedule activated to Marketing Cloud.

Question 3

An organization has multiple business units sharing a single Data Cloud instance. They want to ensure that activation targets and segments created by Marketing Team A are not visible or editable by Marketing Team B. How should the administrator configure this?

Accepted Answer

Utilize Data Spaces and targeted permission sets to isolate segments, activation targets, and data access between teams.. Data Cloud leverages Data Space access controls and permission sets to partition data, segments, and activation targets between different business units or teams.

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Create separate Salesforce Core orgs for each marketing team and link them via Marketing Cloud Connect.

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Assign all users the Data Cloud Admin permission set and use naming conventions.

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Rely on sharing rules configured on the Salesforce Core Contact object.

Question 4

Which TWO actions are required when setting up an Activation Target for Marketing Cloud Engagement? (Choose two.)

Accepted Answer

Configure an installed package in Marketing Cloud Engagement providing Client ID, Client Secret, and Authentication URI.. Setting up a Marketing Cloud Engagement activation target requires installing the integration package and selecting the appropriate Business Unit and credentials.

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Define a Calculated Insight to aggregate messaging metrics.

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Upload an SSL private key certificate directly into the activation target screen.

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Write a custom Apex REST service in Salesforce Core CRM to bridge the connection.

Question 5

A consultant is troubleshooting an activation that fails to export files to a Cloud File Storage target. Which TWO factors should the consultant investigate regarding storage permissions and configuration? (Choose two.)

Accepted Answer

AWS IAM role trust relationships or bucket write permissions granted to Data Cloud.. Cloud file storage activation failures are commonly caused by incorrect IAM roles/bucket policies or misconfigured destination paths and prefixes.

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Einstein Trust Layer generative AI moderation guardrails.

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Salesforce Core CRM Profile object sharing rules.

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Marketing Cloud Engagement API connection scopes and OAuth credentials.

Question 6

An activation publishing job fails repeatedly with a timeout error when attempting to connect to a custom REST webhook Data Action Target. What is the most robust troubleshooting step?

Accepted Answer

Verify the external endpoint's server performance, response latency, and ensure it acknowledges payloads quickly to prevent gateway timeout.. Webhook timeouts occur when the external endpoint takes too long to respond. Checking endpoint availability, server performance, and optimizing endpoint response time resolves timeout issues.

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Recreate the Identity Resolution ruleset to clear transaction locks.

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Increase the Data Cloud activation target chunk size to 1 million records per request.

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Switch the activation target type from webhook to cloud storage.

Question 7

A consultant is configuring a Data Action to invoke an external webhook whenever a specific customer data event occurs. Which THREE components are required to successfully configure this Data Action? (Choose three.)

Accepted Answer

A configured Data Action Target pointing to the webhook endpoint. Configuring Data Actions requires a Data Action Target (webhook), trigger conditions based on Data Model Objects or Insights, and valid authorization credentials.

Answer

A published segment with an hourly refresh schedule

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An active Marketing Cloud Journey Builder campaign ID

Question 8

Which THREE components are necessary to successfully configure and publish a batch segment activation in Data Cloud? (Choose three.)

Accepted Answer

A published Segment defining the audience criteria.. Publishing a batch segment activation requires a published segment, an activation target, and mapped contact points/attributes.

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An active Einstein Studio predictive scoring model.

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A real-time Data Action Target configured with a webhook URL.

Question 9

A Data Cloud Consultant is configuring data stream mappings from a raw Data Lake Object (DLO) to the Individual Data Model Object (DMO). Which THREE components or concepts are critical during this mapping process? (Choose three.)

Accepted Answer

Target Data Model Object (DMO) selection. Data stream mapping requires selecting the target DMO, mapping matching primary/foreign keys, and ensuring attribute data types align properly.

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Manual execution of SQL Server stored procedures on the source database.

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Direct deployment of Apex triggers to transform data during mapping.

Question 10

A consultant is designing an enterprise activation strategy across multiple marketing channels and cloud destinations. Which TWO best practices should be followed to optimize performance and data governance? (Choose two.)

Accepted Answer

Stagger activation publishing schedules across different time windows to prevent API rate limiting and resource contention.. Best practices for enterprise activations include staggering schedules to prevent API throttling and utilizing Data Spaces for logical separation.

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Disable Identity Resolution when creating activations to maximize export speed.

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Configure all customer segments to publish in real-time streaming mode regardless of destination.

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Share a single admin user login across all activation targets to simplify credential management.

Question 11

An administrator needs to monitor the execution history and status of batch data streams and data refreshes in Data Cloud. Which interface provides this operational visibility?

Accepted Answer

Data Streams Monitor / Refresh History in Data Cloud Setup. The Data Cloud setup interface includes monitoring tabs for data streams, activation history, and ingestion runs to troubleshoot failures.

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Process Automation Monitor

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Scheduled Jobs in CRM

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Salesforce Setup Audit Trail

Question 12

An organization is using Data Cloud and wants to export unified profile data to an enterprise data warehouse (Snowflake) for advanced reporting. Which feature should the consultant configure to establish this connection?

Accepted Answer

Snowflake Direct Share / Zero Copy Integration. Direct shares or Zero Copy integrations with Snowflake allow Data Cloud data to be queried securely without physical data duplication.

Answer

Marketing Cloud Engagement Activation Target

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Webhooks via Data Actions

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Salesforce CRM Outbound Message

Question 13

A company wants to leverage Data Cloud to activate segments across multiple digital channels. Which THREE activation targets are natively supported in Salesforce Data Cloud? (Choose three.)

Accepted Answer

Meta (Facebook) Custom Audiences. Data Cloud supports native activation to Marketing Cloud Engagement, Advertising platforms (like Meta/Google), and Cloud File Storages (like Amazon S3).

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Local desktop computer file download via FTP client

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A legacy on-premise tape backup drive

Question 14

A company wants to leverage Salesforce CRM data (Accounts, Contacts, and Leads) inside Data Cloud. Which native mechanism should the consultant use to ingest this data?

Accepted Answer

Salesforce CRM Connector (Standard Connector). The CRM connector is the native, zero-ETL integration tool used to ingest standard and custom objects from Salesforce CRM into Data Cloud.

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Marketing Cloud Connect

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Third-party ETL tool via REST API

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Bulk CSV Data Loader

Question 15

A Data Cloud Consultant is designing an Identity Resolution ruleset for an enterprise organization with multiple data sources. Which TWO best practices should the consultant follow when configuring match rules and reconciliation rules? (Choose two.)

Accepted Answer

Test match rules using rule evaluation tools or sample data to understand match volume and avoid over-merging.. Consultants should test match rules with a subset of data to avoid performance bottlenecks and configure reconciliation rules carefully to define precedence across conflicting source attributes.

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Always use fuzzy matching on exact unique identifiers like Social Security Numbers or Account Numbers.

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Create a separate identity resolution ruleset for every individual data stream without sharing.

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Apply identity resolution rules directly to raw Data Lake Objects before mapping to Data Model Objects.

Question 16

During the data harmonization phase in Salesforce Data Cloud, a consultant notices that incoming contact records from Sales Cloud and Commerce Cloud use different field names for email addresses. Where should the consultant map these disparate source fields to a unified enterprise data model field?

Accepted Answer

Data Stream Field Mapping canvas. Data Streams map incoming source fields to the Data Model Object (DMO) fields during the Data Stream mapping phase in the Data Cloud setup interface.

Answer

Identity Resolution Ruleset configuration

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Calculated Insights SQL editor

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Activation Target configuration panel

Question 17

What is required to publish an activation to an ad network like Google Ads or Meta Ads from Data Cloud?

Accepted Answer

An active Activation Target with valid ad network authentication credentials and a published Segment mapped to required identifiers.. Publishing to ad networks requires a valid Activation Target configured with appropriate credentials and an activated Segment mapped to the target's required schema.

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A manual export of CSV files uploaded via SFTP by a system administrator.

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A custom Apex web service callout written in Salesforce Core.

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An Enterprise license for Salesforce CPQ and Billing.

Question 18

Which of the following describes a Data Action Target type?

Accepted Answer

REST Webhook. Data Action Targets support destinations such as REST Webhooks and Salesforce Core Event Relays / Platform Events.

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Salesforce CPQ Quote Line Editor

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Marketing Cloud Engagement Data Extension

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Tableau CRM Dashboard Component

Question 19

Which THREE configuration options must be validated when setting up a Source Sequence reconciliation rule? Choose 3 options.

Accepted Answer

Ensuring participating data sources are correctly identified and mapped in the ruleset scope.. Source Sequence requires selecting the Source Sequence rule type, ranking contributing data sources in order of priority, and ensuring source names are correctly identified.

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Writing a custom SQL query to calculate string lengths.

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Configuring OAuth authentication tokens for external S3 buckets.

Question 20

A consultant is setting up Segmentation in Data Cloud and wants to include customers who reside in California or New York AND have made a purchase greater than $100. How should the consultant configure this in the Segmentation Canvas?

Accepted Answer

Use nested container logic (AND/OR containers) on the Segmentation Canvas.. The Segmentation Canvas supports complex boolean logic (AND/OR containers) to combine demographic and behavioral criteria.

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Use Calculated Insight SQL queries exclusively for all segmentation.

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Write an Apex trigger to evaluate the segment criteria.

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Create a separate Data Space for each state.