Data 360 Consultant Practice Test 17 — 15 Questions

Question 1

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?

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

Accepted Answer

Data Cloud Ingestion API. The Data Cloud Ingestion API is designed for real-time, sub-second latency ingestion of external data, including clickstream events. It supports high-throughput streaming and is optimized for low-latency use cases. Other methods like batch connectors or scheduled imports are not suitable for sub-second latency.

Answer

Amazon S3 Batch Connector

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Salesforce CRM Standard Connector

Answer

Scheduled CSV Data Import wizard

Question 2

A consultant is configuring identity resolution and needs to make sure that nicknames (such as 'Bob' for 'Robert') are accounted for when matching first names. Which match rule setting should be selected?

Accepted Answer

Fuzzy Name. Fuzzy Name matching incorporates algorithms that recognize common variations, phonetic spellings, and standard nicknames.

Answer

Party Identification Name

Answer

Contact Point String Match

Answer

Exact Name

Question 3

What happens to an active segment when the underlying Data Model Object schema is modified by removing a field used in the segment criteria?

Accepted Answer

The segment will fail validation or error during its next publishing cycle.. If a field used in a segment rule is removed or broken in the DMO schema, the segment validation will fail or the segment will error upon refresh.

Answer

Data Cloud automatically replaces the missing field with a null placeholder.

Answer

The segment automatically converts into a static segment.

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The activation target pauses all external data synchronization indefinitely.

Question 4

An organization runs daily batch segments that take several hours to compute. To improve performance, the consultant decides to optimize the underlying data model relationships. Which practice should the consultant follow?

Accepted Answer

Ensure proper cardinality (e.g., Many-to-One) and clean foreign key mappings between engagement DMOs and Unified Individual.. Optimizing relationships involves ensuring proper cardinalities and foreign key indexes are maintained between custom DMOs and standard profile DMOs.

Answer

Delete all Identity Resolution rule sets to speed up segment query execution.

Answer

Convert all batch segments into streaming segments to eliminate processing windows.

Answer

Disable data stream refresh schedules during segment publishing windows.

Question 5

A consultant is asked to create a segment of customers who live in specific postal codes AND have made a purchase exceeding $100. How should the consultant build this logic in Segment Canvas?

Accepted Answer

Place both attribute criteria inside the same segment container connected by an AND operator.. Using a single container with multiple attribute criteria joined by an AND operator ensures profiles meet all specified conditions.

Answer

Create two separate segments and export them to two different activation targets.

Answer

Write a Calculated Insight that outputs a boolean flag and use that flag in a static list upload.

Answer

Use an exclusion container to filter out customers who do not meet the postal code requirement.

Question 6

A consultant is mapping a date field from an external CSV data stream to the Individual DMO. The source date format is 'DD/MM/YYYY', but Data Cloud expects 'YYYY-MM-DD'. How should the consultant resolve this?

Accepted Answer

Apply a formula transformation during the field mapping step to reformat the date string.. Data Cloud mapping allows the use of formula transformations (such as date parsing functions) during the mapping step to convert source formats into standard ISO date formats.

Answer

Delete the data stream and recreate it using a Parquet file format.

Answer

Rewrite the source system's database schema to output ISO dates.

Answer

Change the global timezone setting in Data Cloud Setup.

Question 7

A consultant needs to send customer segment data to an external SFTP server on a nightly basis. Which activation target type should be selected?

Accepted Answer

Cloud File Storage activation target (configured for SFTP/Cloud Storage export). To send segment data to an external SFTP server on a nightly schedule, the correct activation target type is Cloud File Storage configured for SFTP/Cloud Storage export. This target type writes activation payloads as files to a configured storage location, including SFTP, and supports scheduled batch delivery. It is purpose-built for file-based outbound integrations.

Answer

Marketing Cloud Engagement activation target via FTP bridge

Answer

Data Action Target configured for REST Webhook

Answer

Salesforce Core Content Delivery Network target

Question 8

An enterprise marketing team needs to include additional attributes (such as Loyalty Tier and Lifetime Value) alongside the core identifier in an activation file sent to an AWS S3 bucket. How should the consultant configure this in Data Cloud?

Accepted Answer

Add the attributes as 'Additional Attributes' during the activation configuration step in Data Cloud.. When creating an activation, additional attributes from related Data Model Objects can be added as 'Additional Attributes' to be included in the export file or payload alongside the segment members.

Answer

Create a new Data Stream specifically for exporting attributes to S3.

Answer

Build a custom Lightning Web Component to pull the fields via the Data Cloud Connect API.

Answer

Modify the segment criteria filters to include Loyalty Tier and Lifetime Value as output columns.

Question 9

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.. Option A is correct because designing hierarchical match rules that start with high-confidence exact matches (e.g., exact email or exact CRM ID) and only then fall back to controlled fuzzy matches (e.g., fuzzy name plus normalized phone) reduces false positives and prevents unintended profile merges that cause fragmentation. Option B is correct because standardizing contact point formatting (e.g., normalizing phone numbers to E.164, lowercasing emails, trimming whitespace) and enforcing data quality at ingestion ensures match rules operate on consistent values, which is the foundation of reliable Identity Resolution in Data Cloud. Option E is correct because regularly auditing match rules and unified profile metrics (such as match rate, merge rate, and profile counts) surfaces over-merging or under-merging trends early, allowing architects to tune rulesets before fragmentation spreads. Option C is incorrect because disabling identity resolution rulesets and relying only on manual segmentation filters removes automated unification and guarantees profile fragmentation. Option D is incorrect because manually deleting unified link records nightly with data transform SQL destroys the unified profile graph and is not a supported or sustainable hygiene strategy.

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 10

A marketer notices that after updating a segment's criteria, the segment member count drops to zero upon the next publish. What is the most likely reason?

Accepted Answer

The new filter criteria are overly restrictive or contain conflicting logic that matches zero profiles.. A member count dropping to zero usually indicates overly restrictive criteria, conflicting filter conditions (e.g., an impossible AND condition), or mapping/data availability issues for the newly added attributes.

Answer

Segments automatically lock and prevent modifications after three edits.

Answer

The activation target was disconnected.

Answer

The segment has exceeded its maximum lifetime publication limit.

Question 11

A consultant needs to choose a reconciliation rule for the First Name field on the Unified Individual profile so that the value from the system of record with the most recent activity date is retained. Which reconciliation rule should the consultant select?

Accepted Answer

Most Recent. The 'Most Recent' reconciliation rule evaluates the last modified or activity date across source records to determine the surviving field value.

Answer

Highest Frequency

Answer

Longest String

Answer

Source Sequence

Question 12

Which THREE conditions must be met when mapping a custom Data Source Object field to a standard Cloud Information Model attribute? (Choose THREE)

Accepted Answer

The relationship cardinality between objects must be respected.. Mapping requires compatible data types, correct primary key identification, and adherence to structural cardinality between the source and target objects.

Answer

The source field must be encrypted using AES-256 before mapping.

Answer

The source field name must exactly match the CIM attribute name.

Question 13

Which feature must be enabled in a Salesforce org before provisioning Data Cloud if the organization plans to ingest data from multiple Salesforce CRM orgs into a single Data Cloud tenant?

Accepted Answer

Salesforce CRM Connector. Multi-org connector setup requires specific org configurations, but standard Data Cloud provisioning allows CRM connection via the Salesforce CRM connector.

Answer

Platform Encryption

Answer

Enterprise Territory Management

Answer

Enhanced Domains

Question 14

A consultant needs to deliver segment membership data to an SFTP server daily. Which component must be configured alongside the segment and activation?

Accepted Answer

SFTP Activation Target. In Data 360 (formerly Salesforce Data Cloud), delivering segment membership to an external SFTP server requires configuring an SFTP Activation Target, which defines the connection details (host, port, credentials, path) for the outbound file transfer. The segment and activation reference this target to push the membership data on the defined schedule.

Answer

Ingestion API SFTP Endpoint

Answer

Data Action SFTP Connector

Answer

Marketing Cloud FTP Bridge

Question 15

A consultant needs to ingest data from an SFTP server into Data Cloud. How should this be architected if Data Cloud does not have a direct native SFTP batch connector?

Accepted Answer

Stage the files from SFTP into a supported cloud storage provider (e.g., Amazon S3) and ingest via a batch data stream.. When direct native connectors like SFTP are not available, data is typically staged in a supported cloud storage provider (like Amazon S3 or Google Cloud Storage) using an automated ETL tool or middleware like MuleSoft, and then ingested via a batch data stream.

Answer

Configure the Salesforce CRM connector to read the SFTP files directly.

Answer

Use manual CSV uploads via Data Explorer every hour.

Answer

Write a custom Apex trigger on the SFTP server to push records directly to Data Source Objects.