Data 360 Consultant Data Cloud Overview Practice Test 2 — 15 Questions

Question 1

A consultant is integrating marketing engagement data from Marketing Cloud Engagement into Data Cloud. They want to ensure that subscriber email opens and clicks are correctly associated with the corresponding Individual DMO records. What is the correct sequence of configuration steps?

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

Accepted Answer

Ingest data into DLOs, map DLOs to DMOs, and configure Identity Resolution rules.. To link marketing data to individuals, data must first be ingested into DLOs, mapped to relevant DMOs (like Contact Point Email and Individual), and then unified via Identity Resolution.

Answer

Create a Calculated Insight, run Identity Resolution, and map to DLOs.

Answer

Publish an activation, map DMOs to DLOs, and set up Data Actions.

Answer

Build an activation target, ingest raw data, and create a segment.

Question 2

A Data Cloud Consultant is tasked with setting up a data stream from an external cloud storage provider (Amazon S3). Which file formats are natively supported for batch ingestion from cloud storage sources in Data Cloud?

Accepted Answer

CSV and Parquet. Data Cloud supports standard file formats such as CSV and Parquet for batch ingestion from cloud storage connectors like Amazon S3, Google Cloud Storage, and Azure Blob Storage.

Answer

PNG and JPEG

Answer

EXE and DLL

Answer

DOCX and XLSX

Question 3

A consultant is creating a segment in Data Cloud based on unified individuals who have both an active subscription and an open support case. When building the segment, which object should the consultant use as the primary base object?

Accepted Answer

Unified Individual DMO. Segments in Data Cloud are typically built using the Unified Individual DMO as the primary base object to target unified customer profiles.

Answer

Calculated Insight DLO

Answer

Activation Target Object

Answer

Case DLO

Question 4

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

Answer

Webhooks via Data Actions

Answer

Salesforce CRM Outbound Message

Question 5

A business stakeholder wants to know how Data Cloud maintains compliance with data privacy regulations such as GDPR when handling customer data. Which Data Cloud feature allows administrators to manage consent and privacy preferences across unified profiles?

Accepted Answer

Consent Management and Privacy Preferences mapping. Data Cloud includes native Consent Management framework capabilities to respect privacy preferences and consent flags across unified profiles.

Answer

Lightning App Builder

Answer

Salesforce Profiles and Permission Sets

Answer

Salesforce Territory Management

Question 6

A Data Cloud Consultant has ingested customer records from two different source systems. During Identity Resolution, records are matching successfully, but the first name field on the unified profile is populated with a lowercase name from System A instead of the capitalized name from System B. Which feature should the consultant configure to control which source attribute value populates the unified profile?

Accepted Answer

Reconciliation Rules. Reconciliation Rules determine which attribute values from contributing source records populate the fields on the Unified Individual profile.

Answer

Calculated Insight SQL

Answer

Match Rules

Answer

Data Stream Transformation Formulas

Question 7

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.

Answer

Marketing Cloud Connect

Answer

Third-party ETL tool via REST API

Answer

Bulk CSV Data Loader

Question 8

An enterprise customer has configured a data stream from an external transactional database. After running the data stream, the consultant notices that records containing special characters are failing ingestion due to encoding mismatches. Where should the consultant verify or adjust the encoding settings?

Accepted Answer

In the Data Stream configuration settings where file format and character encoding are defined.. When creating a data stream from cloud storage or external connectors, specifying the correct file encoding (such as UTF-8) is critical to prevent ingestion parsing errors.

Answer

In the Activation Target authentication parameters.

Answer

In the Identity Resolution reconciliation ruleset.

Answer

In the Salesforce CRM Company Information settings.

Question 9

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.

Answer

Process Automation Monitor

Answer

Scheduled Jobs in CRM

Answer

Salesforce Setup Audit Trail

Question 10

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?

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.

Answer

Staging Objects

Answer

Raw Lake Storage

Answer

Data Lake Objects (DLOs)

Question 11

A Data Cloud Consultant is designing an integration where external clickstream events must be ingested into Data Cloud with sub-second latency. Which ingestion method is architecturally designed for this use case?

Accepted Answer

Data Cloud Ingestion API. The Ingestion API allows developers to stream event data into Data Cloud in real time with low latency.

Answer

Amazon S3 Batch Connector

Answer

Salesforce CRM Standard Connector

Answer

Scheduled CSV Data Import wizard

Question 12

A company wants to share calculated customer lifetime value metrics from Data Cloud back to Sales Cloud so sales reps can view them directly on the Account page layout. Which feature enables this integration?

Accepted Answer

Data Cloud Related Lists / Lightning Components for Salesforce CRM. Data Cloud allows calculated insights and unified profile attributes to be surfaced in Salesforce CRM using data sharing or direct integration features.

Answer

Manual CSV Export and Import via Data Loader

Answer

Marketing Cloud API webhooks

Answer

Salesforce Outbound Messaging

Question 13

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 14

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.

Answer

Use Calculated Insight SQL queries exclusively for all segmentation.

Answer

Write an Apex trigger to evaluate the segment criteria.

Answer

Create a separate Data Space for each state.

Question 15

An enterprise customer has implemented Data Cloud and configured multiple data streams. They notice that a specific data stream is consistently skipping records because the timestamp format in the source file does not match the expected ISO 8601 format. How should the consultant fix this issue?

Accepted Answer

Apply a transformation formula during data stream mapping to parse and convert the date format.. Transformation formulas can be applied during data stream mapping to parse and convert non-standard date/timestamp formats into valid ISO 8601 timestamps.

Answer

Disable date validation in the Identity Resolution ruleset.

Answer

Modify the source system database schema to remove timestamps.

Answer

Increase the batch size of the data stream.