Data 360 Consultant Practice Test 5 — 25 Questions

Question 1

A consultant needs to deliver segment membership data to an external SFTP server on a daily schedule. Which activation target type should the consultant select?

Accepted Answer

Cloud Storage Activation Target. Cloud storage or custom SFTP-like delivery paths are supported via Cloud Storage activation targets (such as Amazon S3, Google Cloud Storage, or Azure Blob Storage, or custom file exports depending on packaging).

Answer

Marketing Cloud Activation Target

Answer

Data Action Target

Answer

Advertising Activation Target

Question 2

How does Data Cloud integrate with Sales Cloud and Service Cloud to provide unified customer context without duplicating core CRM storage?

Accepted Answer

By utilizing zero-copy architecture and native CRM data streams. Data Cloud connects to Salesforce CRM via zero-copy data sharing or federated queries, allowing access to CRM data without unnecessary duplication.

Answer

By synchronizing records via bi-directional CSV FTP transfers

Answer

By routing all CRM queries through an external middleware ESB

Answer

By copying all CRM records into local Salesforce object storage hourly

Question 3

An organization uses Data Cloud to segment high-value customers and activates them to an ad network. The marketing team notices that after a profile is updated in CRM, it takes several hours for the ad network audience to reflect the change. What is the best way to explain this latency to the stakeholders?

Accepted Answer

The latency is governed by the combined schedule intervals of segment refreshes and batch activation publishing jobs.. Batch activations depend on the segment refresh schedule and the activation publishing schedule, which introduces processing time compared to real-time streaming.

Answer

Identity resolution rules only execute once per week, delaying profile updates.

Answer

Data Cloud streaming data ingestion has a default 24-hour buffer window before activation.

Answer

Ad networks enforce a strict 48-hour API rate limit freeze on incoming customer updates.

Question 4

An administrator has set up identity resolution with match rules based on Email and Phone Number. After running the ruleset, they notice that records with different spelling variations of names were not merged despite sharing the same email. What is the correct way to incorporate name matching into the identity resolution process?

Accepted Answer

Add a fuzzy match rule for Party Identification or Name to the existing Identity Resolution ruleset.. Identity Resolution rulesets support multiple match rules, including fuzzy match rules for names, which can be added to the ruleset alongside exact match rules.

Answer

Export the data to Tableau, merge the profiles, and re-import via API.

Answer

Modify the Data Model Object primary key to be a composite name key.

Answer

Write an Apex trigger to normalize names prior to data stream ingestion.

Question 5

An enterprise is evaluating Data Cloud editions and wants to understand what core capabilities are included with the base license. Which feature is universally included across standard Data Cloud implementations?

Accepted Answer

Standard connectors for Salesforce CRM and Marketing Cloud Engagement. Data Cloud core features include ingestion, data modeling, identity resolution, and standard integration with Salesforce core clouds.

Answer

Custom AI model training using Amazon SageMaker

Answer

Unlimited external API ingestion without throttling

Answer

Real-time mobile SDK generation

Question 6

A support manager using Service Cloud wants agents to view a customer's real-time calculated lifetime value directly on the Case page layout. Which Data Cloud feature should the consultant leverage to display this insight in Service Cloud?

Accepted Answer

Calculated Insights exposed via Lightning Web Components or related lists. Data Cloud related lists or Lightning Web Components powered by Data Cloud can expose Calculated Insights directly within Sales and Service Cloud console views.

Answer

Batch CSV exports attached to the Account record

Answer

Marketing Cloud Engagement Data Extensions

Answer

Tableau Pulse embedded dashboards only

Question 7

A consultant is configuring a Marketing Cloud Connector for Data Cloud. The client wants to ensure that specific synchronized data extensions are available for segmentation in Data Cloud. What is the mandatory prerequisite to enable this integration?

Accepted Answer

Provision the Data Cloud for Marketing SKU. The Marketing Cloud connector requires the 'Data Cloud for Marketing' SKU and the appropriate user permissions to establish the connection before data streams can be configured.

Answer

Create an API User in Marketing Cloud

Answer

Configure a Data Space for Marketing

Answer

Enable Marketing Cloud Connect in Sales Cloud

Question 8

During the data modeling phase in Data Cloud, a consultant notices that two distinct Data Source Objects need to map to the same Individual Data Model Object, but the primary key formats differ (UUID vs. email hash). How should the consultant resolve this mapping challenge?

Accepted Answer

Map both Data Source Objects to the Individual DMO and assign the respective source primary keys to the Source Id field.. Data Cloud data model mapping allows multiple Data Source Objects to map into a single DMO, provided appropriate primary keys and foreign keys are designated, and Identity Resolution handles merging downstream.

Answer

Use Calculated Insights to overwrite the primary key values.

Answer

Create a custom DMO for each source object and merge them using an external ETL tool.

Answer

Transform the keys using an Apex trigger before ingestion.

Question 9

Which TWO attributes are commonly evaluated in identity resolution match rules to establish customer identity? Choose 2 options.

Accepted Answer

Email Address. Email addresses and telephone numbers are primary attributes evaluated in identity resolution match rules.

Answer

Calculated Insight SQL Formula

Answer

Data Stream Ingestion Schedule

Answer

Activation Target URL

Question 10

Which TWO factors should a consultant consider when designing match rules to prevent over-merging of customer profiles? Choose 2 options.

Accepted Answer

Combining multiple attributes (e.g., First Name AND Last Name AND Postal Code) within a single match rule.. Preventing over-merging involves using high-specificity criteria and combining multiple attributes with AND logic.

Answer

Running identity resolution jobs only once per year.

Answer

Disabling all contact point email mappings in the data model.

Answer

Setting the reconciliation rule to Most Recent across all attributes.

Question 11

Which THREE technical factors can negatively impact Identity Resolution performance or job execution time in Data Cloud? Choose 3 options.

Accepted Answer

Overly broad fuzzy match rules lacking sufficient pre-filtering criteria.. Performance issues are often caused by overly broad fuzzy rules, unindexed or unmapped key relationships, and massive Cartesian products from poor rule design.

Answer

Scheduling identity resolution to run during off-peak hours.

Answer

Using Source Sequence reconciliation rules instead of Most Recent.

Question 12

An enterprise is using Cloud Storage Activation Targets to export daily segments to an AWS S3 bucket. The data engineering team requests that segment files be delivered in Apache Parquet format rather than CSV. How should the consultant configure this?

Accepted Answer

Select Parquet as the file format option when configuring the Cloud Storage Activation Target or activation export settings.. Cloud storage activation targets support configuring file formats like CSV or Parquet during the target setup or activation configuration phase.

Answer

Configure an AWS Lambda function to intercept and convert CSV files after they arrive in S3.

Answer

Write a Calculated Insight that automatically converts CSV strings to Parquet binary code.

Answer

Modify the Data Stream schema to enforce Parquet ingestion, which automatically formats exports.

Question 13

Which THREE attributes or details are typically required when setting up an Activation for an advertising platform (e.g., Meta Ads or Google Ads)? (Choose three.)

Accepted Answer

Contact Point identifiers (such as hashed email or phone). Advertising activations require selecting a segment, mapping contact point identifiers, and linking an ad activation target.

Answer

A custom Apex controller class for payload generation

Answer

A Marketing Cloud Engagement journey canvas ID

Question 14

Which TWO capabilities are provided by Data Spaces within Data Cloud? (Choose two.)

Accepted Answer

Scoped access control for segments, activations, and calculated insights. Data Spaces partition data and metadata logically and allow administrators to scope user access, segments, and insights within a multi-tenant or multi-BU enterprise.

Answer

Built-in machine learning model training pipelines

Answer

Physical isolation of data centers across different global continents

Answer

Automatic bidirectional data synchronization with external relational databases

Question 15

An organization has configured an activation to Marketing Cloud Engagement. Marketing users report that while new profiles are added successfully, profile updates (such as email address changes) are not propagating to the target data extension. What should the consultant investigate?

Accepted Answer

Verify that the primary key and upsert behavior on the target Marketing Cloud Data Extension match the activation membership key.. For profile updates to reflect properly in Marketing Cloud Engagement data extensions during activations, the primary key and update behavior (such as upsert keys) on the target data extension must be correctly aligned with the activation primary key.

Answer

Ensure that the segment uses an append-only publishing policy.

Answer

Increase the batch size of the Data Stream ingestion job.

Answer

Check if the Marketing Cloud connector user has View All permissions on the Contact object.

Question 16

An enterprise wants to track customer engagement metrics, such as total order amount over the last 90 days, to use as attributes in audience segmentation. Which Data Cloud tool is designed specifically to calculate and store these types of aggregations?

Accepted Answer

Calculated Insights. Calculated Insights allow users to write ANSI SQL or use a builder to create metrics and KPIs that are then available as attributes in segmentation.

Answer

Data Model relationship mapping

Answer

Activation Target filters

Answer

Identity Resolution rulesets

Question 17

What is the primary function of the Customer 360 Data Model in Data Cloud?

Accepted Answer

To provide a standardized schema for harmonizing data from disparate sources. The Customer 360 Data Model provides a standardized schema (DMOs) to harmonize data ingested from disparate source systems.

Answer

To store raw, untransformed JSON payloads indefinitely

Answer

To replace the standard Salesforce CRM database schema

Answer

To execute automated Apex business logic on streaming data

Question 18

Which TWO items are required when configuring a new identity resolution ruleset in Salesforce Data Cloud? Choose 2 options.

Accepted Answer

Configure at least one match rule.. Creating a ruleset requires selecting a target unified object (like Unified Individual) and defining match rules.

Answer

Configure an AWS S3 activation target.

Answer

Create a custom Apex web service.

Answer

Write a Calculated Insight SQL query.

Question 19

Which THREE strategies should an enterprise architect recommend to maintain high data hygiene and prevent profile fragmentation in Data Cloud Identity Resolution? Choose 3 options.

Accepted Answer

Design hierarchical match rules moving from high-confidence exact matches to controlled fuzzy matches.. Maintaining data hygiene involves regular audits of match rules, standardizing incoming contact point formatting, and monitoring profile split/merge metrics over time.

Answer

Disable identity resolution rulesets and rely exclusively on manual segmentation filters.

Answer

Manually delete unified link records every night using data transform SQL.

Question 20

An administrator needs to ingest transactional data from a custom legacy database into Salesforce Data Cloud. The data arrives as raw JSON files placed into an enterprise S3 bucket on an hourly basis. Which connection type should the consultant configure in Data Cloud?

Accepted Answer

Cloud File Storage Data Stream. Cloud File Storage integration allows Data Cloud to connect to external S3-compatible buckets and ingest CSV, JSON, or Parquet files on a scheduled batch basis.

Answer

Informatica Cloud Data Integration (CDI) Zero Copy

Answer

Salesforce CRM Connector

Answer

Ingestion API via Custom SDK