Data 360 Consultant Practice Test 2 — 30 Questions

Question 1

A consultant notices that after modifying an identity resolution ruleset's match rules, the Unified Individual counts and links did not update immediately. What is the correct explanation for this behavior?

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

Accepted Answer

Identity resolution rulesets require a manual run or scheduled execution to re-process records after rule modifications.. Identity resolution rulesets run as batch processes; changes require a manual trigger or scheduled refresh of the ruleset to re-evaluate the data.

Answer

The data space must be deleted and re-provisioned for rule changes to take effect.

Answer

Match rule changes only apply to newly ingested data and cannot re-evaluate historical profiles.

Answer

Unified profiles are cached for exactly 30 days and cannot be cleared manually.

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

An enterprise is experiencing performance degradation during activation publication. The consultant notices that multiple large segments are scheduled to activate at the exact same hour. What architectural adjustment should the consultant make?

Accepted Answer

Stagger the activation publish schedules across different time windows to distribute system load and API concurrency.. Staggering activation schedules prevents resource contention and API locking when multiple large audience segments attempt to export concurrently.

Answer

Convert all activation targets into real-time streaming data actions.

Answer

Increase the Identity Resolution match rule frequency to hourly.

Answer

Disable data stream ingestion while activations are publishing.

Question 4

A Data Cloud Consultant is configuring a new Data Space for a regional subsidiary in Europe. The subsidiary must operate under strict data residency constraints and isolated analytics. Which architectural component should the consultant configure to ensure that data ingestion and identity resolution are strictly bounded within this specific Data Space?

Accepted Answer

Map the Ingestion API Data Streams directly to the specific Data Space during creation.. Data Spaces in Data Cloud allow organizations to partition data and restrict operations such as data streams, identity resolution, and insights to a specific boundary, addressing regional compliance and multi-tenant requirements.

Answer

Enable Private Connect for the European region.

Answer

Configure a Segment-level override in Setup.

Answer

Modify the global Identity Resolution ruleset to ignore European records.

Question 5

An administrator has configured a Data Stream from Marketing Cloud Engagement to Data Cloud. The data stream is running successfully, but the fields are not appearing when attempting to map them to the Data Model Objects (DMOs). What is the most likely reason for this issue?

Accepted Answer

Data Model mapping has not yet been completed for the Data Source Object.. Before fields from a Data Stream can be mapped to a DMO, the DSE (Data Source Object) must be mapped to the Data Model using the Data Model mapping canvas.

Answer

Calculated Insights must be created first to expose fields.

Answer

The Data Stream needs to be paused and resumed to refresh metadata cache.

Answer

The streaming platform requires manual schema publication via API.

Question 6

An organization wants to use Data Cloud to unify customer profiles from Sales Cloud and Marketing Cloud Engagement. Which core feature is responsible for merging these disparate records into a single Unified Individual profile?

Accepted Answer

Identity Resolution. Identity Resolution is the Data Cloud feature that groups matching profile records into a single unified profile using match rules and reconciliation rules.

Answer

Data Stream Mapping

Answer

Activation

Answer

Data Segmentation

Question 7

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 8

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 9

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?

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 10

A Data Cloud Consultant is designing an architecture for an organization that wants to ingest data from Salesforce Marketing Cloud, Service Cloud, and an external website via the Ingestion API. Which core service provides the foundational storage layer where all raw ingested data lands before being harmonized?

Accepted Answer

Data Lake Objects (DLOs). Data Lake Objects (DLOs) store the raw, unformatted data ingested from various sources before it is mapped to the Customer 360 Data Model.

Answer

Activation Targets

Answer

Data Model Objects (DMOs)

Answer

Calculated Insights (CI)

Question 11

An enterprise customer has deployed Data Cloud and is utilizing Marketing Cloud Engagement as an activation target. The marketing team notices that serialized custom attributes from a Data Cloud Calculated Insight are not appearing in Marketing Cloud Engagement Data Extensions. Upon troubleshooting, the consultant finds that the Calculated Insight is scheduled correctly. What is the most likely root cause?

Accepted Answer

The Calculated Insight output has not been mapped to an Activation-enabled Data Model Object.. Calculated Insights must be published to a Data Lake Object (DLO) or Data Model Object (DMO) that supports activation before they can be leveraged in activation targets like Marketing Cloud Engagement.

Answer

Marketing Cloud Engagement requires Real-Time Data Graph activation for all Calculated Insights.

Answer

Calculated Insights cannot be exported to Marketing Cloud Engagement due to API limits.

Answer

Activation targets only support streaming data streams, not batch-based Calculated Insights.

Question 12

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 13

An enterprise client requires that customer data activated to an external marketing platform be automatically scrubbed after 30 days of inactivity in the segment. How should this timing dependency be managed?

Accepted Answer

Incorporate recency criteria within the Segment definition and rely on Data Cloud's differential activation publishing to remove expired profiles.. Segment criteria should include recency filters or expiration logic, and activation schedules configured to publish differential removals so the external platform drops unqualified records.

Answer

Write an Apex batch job in Salesforce Core to delete contacts from the activation target daily.

Answer

Configure a Data Action TTL (Time-To-Live) property in the activation target settings.

Answer

Manually purge the activation target bucket every 30 days.

Question 14

An enterprise customer using Data Cloud wants to calculate the total lifetime value (LTV) of a customer using a complex SQL query that joins multiple Data Model Objects (Individual, Order__c, and Invoice__c). Which feature should the consultant use to build this metric?

Accepted Answer

Calculated Insights. Calculated Insights use ANSI SQL to compute metrics, KPIs, and aggregates across multiple DMOs and DLOs within Data Cloud.

Answer

Identity Resolution Ruleset

Answer

Data Model Mapping

Answer

Segmentation Builder

Question 15

A consultant is setting up an activation to Marketing Cloud Engagement and needs to include additional attributes alongside the subscriber key. Where are these attributes configured during the activation creation wizard?

Accepted Answer

In the Attributes selection step of the activation creation wizard. Activation attributes are selected in the Attributes step of the Activation creation workflow after selecting the segment and activation target.

Answer

Inside the Marketing Cloud Contact Builder attribute group setup

Answer

Directly inside the Data Stream configuration settings

Answer

Within the Identity Resolution ruleset mapping canvas

Question 16

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 17

A Data Cloud Consultant is designing an architecture where a high-volume transactional event stream triggers real-time personalization in an external system. Which combination of Data Cloud features should be utilized?

Accepted Answer

Streaming Data Transforms, Data Actions, and Data Action Targets configured as webhooks.. Real-time triggers require Streaming Data Transforms, Data Actions, and Data Action Targets configured with webhooks.

Answer

Inference Models in Einstein Studio and Tableau CRM Dashboard bindings.

Answer

Batch Data Streams, Segments, and Marketing Cloud Activation Targets.

Answer

Identity Resolution Rule Sets, Calculated Insights, and Cloud Storage Activations.

Question 18

A Data Cloud Consultant is configuring an activation that includes optional activation attributes. Some profile records do not have values for these optional attributes. How does Data Cloud treat null attribute values in the exported activation payload?

Accepted Answer

Data Cloud exports null attributes as empty strings or omits them based on the activation target schema configuration.. Depending on the activation target configuration, null values are either excluded, exported as blank strings, or omitted from the payload schema.

Answer

Data Cloud automatically populates missing values with default system placeholder text such as 'N/A'.

Answer

The entire activation publish job fails with a schema validation error.

Answer

Profiles with missing attributes are automatically dropped from the segment entirely.

Question 19

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 20

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.