Data 360 Consultant Multiple Select — 60 Questions

Question 1

A Data Cloud Consultant is setting up an Activation Target for Marketing Cloud Engagement. Which TWO prerequisites must be completed before creating the activation target?

Accepted Answer

Ensure the Marketing Cloud Engagement tenant is successfully connected and provisioned within Data Cloud Setup.. To connect Data Cloud to Marketing Cloud Engagement, the Marketing Cloud tenant must be properly provisioned and connected via Marketing Cloud Connect or standard Data Cloud provisioning, and the appropriate user permissions must be established.

Answer

Enable Streaming Ingestion on all Marketing Cloud Data Streams.

Answer

Configure a custom Apex REST service to authenticate requests between Data Cloud and Marketing Cloud.

Answer

Manually create all target Data Extensions in Marketing Cloud Engagement prior to creating the activation target.

Question 2

A Data Cloud Consultant is configuring real-time data ingestion using the Ingestion API. Which THREE technical requirements must be met to ensure successful API ingestion? (Choose three.)

Accepted Answer

Valid OAuth 2.0 authentication token generated via connected app. Ingesting data via the Ingestion API requires proper authentication (OAuth), adherence to payload schema definitions, and correct endpoint URLs.

Answer

Manual CSV file upload via the CRM Data Loader

Answer

Installation of a managed package on all customer mobile devices

Question 3

Which TWO statements are true regarding Activation Membership rules in Data Cloud? (Choose two.)

Accepted Answer

Members can be added or removed dynamically based on segment evaluation during publish cycles.. Activation memberships define how profiles qualify and exit segments during publishing cycles.

Answer

Memberships once added can never be removed from an activation target.

Answer

Activation membership overrides Identity Resolution rules.

Answer

Activation membership requires manual CSV uploads for every refresh.

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.

Answer

Define a Calculated Insight to aggregate messaging metrics.

Answer

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

Answer

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.

Answer

Einstein Trust Layer generative AI moderation guardrails.

Answer

Salesforce Core CRM Profile object sharing rules.

Answer

Marketing Cloud Engagement API connection scopes and OAuth credentials.

Question 6

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

Answer

An active Marketing Cloud Journey Builder campaign ID

Question 7

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.

Answer

An active Einstein Studio predictive scoring model.

Answer

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

Question 8

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.

Answer

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

Answer

Direct deployment of Apex triggers to transform data during mapping.

Question 9

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.

Answer

Disable Identity Resolution when creating activations to maximize export speed.

Answer

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

Answer

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

Question 10

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).

Answer

Local desktop computer file download via FTP client

Answer

A legacy on-premise tape backup drive

Question 11

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.

Answer

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

Answer

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

Answer

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

Question 12

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.

Answer

Writing a custom SQL query to calculate string lengths.

Answer

Configuring OAuth authentication tokens for external S3 buckets.

Question 13

A consultant is troubleshooting a Calculated Insight that fails to compile and execute successfully. Which THREE factors commonly cause Calculated Insight SQL execution failures in Data Cloud? (Choose three.)

Accepted Answer

Exceeding the maximum allowed query complexity or join limits.. Calculated Insights rely on strict ANSI SQL syntax supported by Data Cloud, valid object relationships, and proper aggregate functions.

Answer

Configuring an activation target with an invalid webhook URL.

Answer

Failing to enable Salesforce Shield Platform Encryption on the user profile.

Question 14

Which THREE symptoms or error logs indicate an issue with an activation target connection or authentication? (Choose three.)

Accepted Answer

Connection timeout errors when attempting to reach the external endpoint.. Connection and authentication issues with activation targets typically manifest as HTTP 401/403 errors, timeout messages, or invalid credential notifications.

Answer

Identity Resolution match rule confidence score falling below threshold.

Answer

Segment recalculation taking longer than expected due to large record counts.

Question 15

Which TWO objects are core components directly involved in the output of an Identity Resolution ruleset in Salesforce Data Cloud? Choose 2 options.

Accepted Answer

Unified Link Individual object. The Unified Individual DMO and the Unified Link Individual object are the primary outputs and linkage tables generated by identity resolution.

Answer

Activation Target object

Answer

Ingestion Data Stream object

Answer

Calculated Insight definition table

Question 16

Which TWO attributes or objects are commonly mapped during the configuration of an activation for digital marketing channels? (Choose two.)

Accepted Answer

Contact Point Email or Contact Point Phone for channel delivery.. Digital marketing activations commonly require contact points (email or phone) and unified individual attributes for personalization.

Answer

Salesforce Core CPQ Quote Line Item IDs.

Answer

Einstein Studio machine learning model training coefficients.

Answer

Data Stream Ingestion raw staging table GUIDs.

Question 17

A Data Cloud Consultant is reviewing the available connectors and ingestion capabilities in Data Cloud. Which THREE data sources are natively supported for direct integration and ingestion without requiring custom middleware? (Choose three.)

Accepted Answer

Amazon S3 (Cloud Storage). Data Cloud provides robust native connectors for Salesforce CRM, Marketing Cloud Engagement, and cloud storage providers like Amazon S3.

Answer

A custom on-premise relational database via direct ODBC driver installation.

Answer

A legacy local file server accessed via FTP without intermediate cloud storage.

Question 18

Which TWO options represent valid destinations supported natively as Activation Targets in Data Cloud? (Choose two.)

Accepted Answer

Marketing Cloud Engagement. Data Cloud supports native activation targets including Marketing Cloud Engagement and Cloud Storage providers.

Answer

Tableau Desktop Workbook files

Answer

Personalized Email Client plugins

Answer

Salesforce Core Custom Report Types

Question 19

Which THREE methods can be used to manage or trigger Identity Resolution ruleset processing in Salesforce Data Cloud? Choose 3 options.

Accepted Answer

Configuring scheduled recurring automated runs of the ruleset.. Rulesets can be executed manually, scheduled for automated recurring runs, or triggered upon specific data ingestion milestones depending on configuration.

Answer

Writing an Apex trigger in core CRM to invoke identity resolution batches.

Answer

Calling a REST API endpoint in Marketing Cloud to compile unified profiles.

Question 20

A consultant is designing an architecture where Salesforce Service Cloud cases need to trigger immediate actions in Data Cloud. Which TWO mechanisms can be used to stream or ingest Service Cloud data into Data Cloud? (Choose two.)

Accepted Answer

Standard Salesforce CRM Connector with streaming enabled. Service Cloud data can be ingested into Data Cloud via the standard CRM connector (batch/near-real-time streaming enabled) and Platform Events / Change Data Capture (CDC).

Answer

Printing physical case summaries and scanning them via OCR data streams

Answer

Manual weekly export of cases to an external hard drive and courier delivery

Answer

Direct SQL queries executed from Data Cloud against the Service Cloud production database