Data 360 Consultant Practice Test 34 — 15 Questions

Question 1

A data engineer at Get Cloudy Consulting is configuring a data stream that ingests from an external object storage source. The engineer needs to ensure that only records modified after the last successful run are retrieved on subsequent scheduled runs, rather than re-ingesting the entire dataset. Which configuration should the engineer apply to the data stream?

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

Accepted Answer

Enable incremental refresh and select a timestamp or date field to identify newly modified records.. Incremental refresh with a designated timestamp or date field allows the connector to pull only records modified since the last successful run. This minimizes ingestion volume, reduces credit consumption, and aligns with the requirement to avoid re-ingesting the full dataset. The selected field must reliably reflect record modification time so the watermark comparison correctly identifies new or changed records.

Answer

Set the data stream to full refresh and rely on the connector to deduplicate records during ingestion.

Answer

Use a scheduled batch transform to compare source and target records and write only differences.

Answer

Configure a filter on the data stream that excludes records already present in the DMO.

Question 2

A consultant is preparing to publish a segment to an external SFTP server. The segment contains 500,000 profiles. The consultant needs to ensure the activation is successful and the data is delivered correctly. Which two actions should the consultant take before scheduling the activation? (Choose two.)

Accepted Answer

Confirm that the file format and compression settings match the recipient's requirements.. Before scheduling an SFTP activation, the consultant must ensure the activation target has correct connection details and that the file format and compression meet the recipient's needs. These two actions directly impact the success of the data transfer. Other steps like publishing the segment or setting up inbound data streams are not required for outbound SFTP delivery.

Answer

Ensure the segment is published to the profile before activation.

Answer

Schedule a daily refresh of the segment to ensure data is current.

Answer

Set up a data stream to ingest the segment data back into Data Cloud.

Question 3

A consultant is configuring a Data Cloud activation to a Marketing Cloud Engagement activation target. The organization uses a custom Marketing Cloud Engagement subscriber key that is stored in a Data Cloud field named Loyalty_Number__c on the Unified Individual DMO. During activation setup, the consultant must ensure that records are matched to the correct subscriber in Marketing Cloud Engagement. Which action should the consultant take?

Accepted Answer

Map Loyalty_Number__c to the Marketing Cloud Engagement Subscriber Key in the activation's contact point or target configuration.. Marketing Cloud Engagement requires a subscriber key to uniquely identify each contact. When Data Cloud activates to Marketing Cloud Engagement, the consultant must map the Data Cloud field that contains the subscriber key value to the Marketing Cloud Engagement subscriber key field in the activation target configuration. This mapping is essential for correct record association and cannot be replaced by simply adding the field as an attribute or using a formula.

Answer

Add Loyalty_Number__c to the activation's attributes list and mark it as the primary key.

Answer

Create a formula field on the Unified Individual DMO that concatenates Loyalty_Number__c with the Individual ID and use it as the activation identifier.

Answer

Enable the 'Use External ID for Subscriber Key' setting in Data Cloud Setup and select Loyalty_Number__c.

Question 4

An administrator at Pinnacle Health is troubleshooting a Data Cloud org where a newly created data space called 'Clinical' was assigned to a group of analysts. The analysts report that they can log in to Data Cloud but cannot see any data streams or query any Data Model Objects within the Clinical data space. The administrator has confirmed that the analysts have the Data Cloud User permission set license. Which TWO additional configuration steps must the administrator verify to resolve the access issue? (Choose two.)

Accepted Answer

Confirm that the analysts' user records are assigned to the Clinical data space through a data space member assignment.. Two conditions must both hold for analysts to work inside a data space: they must be assigned as members of that data space, and they must hold the Data Cloud User permission set in addition to the permission set license. The license alone does not grant object permissions, and data space membership scopes visibility. Verifying both resolves the reported access failure without over-provisioning CRM or Marketing Cloud entitlements.

Answer

Confirm that the Clinical data space has been marked as the default data space in Data Cloud Setup.

Answer

Verify that the analysts are assigned a Marketing Cloud Advanced Edition license so they can query Data Cloud DMOs.

Answer

Ensure the analysts have the View All Data permission on the Salesforce CRM objects that feed the Clinical data space.

Question 5

A consultant is building an Identity Resolution ruleset for a retail company. The business wants to avoid creating a unified profile when two individuals share only the same last name and postal code, because this combination is too common and causes false positives. However, the business still wants to match records that share an exact email address. How should the consultant configure the match rules to best meet these requirements?

Accepted Answer

Create a match rule for exact email and set the ruleset to use any match rule, but do not create a match rule for last name and postal code.. The business wants to unify records based on exact email while preventing unification based solely on last name and postal code. Defining only an exact email match rule and using any match rule achieves this, because records will only be unified when they share an exact email. No match rule for the common combination means that combination will never trigger a unified profile, eliminating the false positives the business wants to avoid.

Answer

Create a match rule for exact email and a separate match rule for last name and postal code, and set the ruleset to use any match rule to unify records.

Answer

Create a match rule for last name and postal code and set the ruleset to require all match rules to be satisfied, and add an exact email match rule as a secondary condition.

Answer

Create a match rule for exact email and set the ruleset to require all match rules to be satisfied before creating a unified profile.

Question 6

A consultant needs to create a segment that includes customers who have not made a purchase in the last 90 days. The purchase data is in the 'Purchase History' DMO. Which approach should the consultant use?

Accepted Answer

Create a segment with a related list on Purchase History filtered by purchase date within the last 90 days, and then use a 'Does Not Exist' condition.. The most straightforward method to find customers without recent purchases is to use a related list on Purchase History with a date filter for the last 90 days, then apply a 'Does Not Exist' condition. This ensures that any customer with at least one purchase in that period is excluded, leaving only those with no purchases in the last 90 days.

Answer

Create a segment with a related list on Purchase History filtered by purchase date older than 90 days, and use an 'Exists' condition.

Answer

Create a segment with a filter on the Individual DMO's 'Last Purchase Date' field, setting it to less than 90 days ago.

Answer

Create a segment using a calculated insight that counts purchases in the last 90 days, and filter for count = 0.

Question 7

A retail company has onboarded data from several sources into Data Cloud. The data engineering team wants to understand where the platform stores reconciled, unified customer profiles that combine records from all these sources, so they can build downstream segments. Which component of Data Cloud holds this unified, golden-record representation?

Accepted Answer

Unified Profile (Unified Individual). The Unified Profile is the reconciled, identity-resolved golden record that Data Cloud builds by matching and merging records from mapped source DMOs. It carries a unified ID and consolidates data across sources, making it the correct foundation for segmentation and activation. DLOs hold raw ingested data, DMOs hold harmonized source-model data, and Data Spaces provide logical isolation, so none of those represent the merged customer view.

Answer

Data Space

Answer

Data Lake Object (DLO)

Answer

Data Model Object (DMO)

Question 8

A Salesforce administrator at DreamHouse Realty is troubleshooting a Data Cloud data stream that has stopped ingesting data. The administrator checks the data stream status and sees 'Failed' with an error message about an expired credential. The data stream connects to an external Amazon S3 bucket. What should the administrator do to resolve this issue?

Accepted Answer

Update the credentials in the connector or data stream configuration and restart the stream.. An expired credential error on a data stream requires updating the credentials in the connector or data stream configuration. After updating, the administrator should restart the stream to resume ingestion. This preserves the stream's configuration and mappings while resolving the authentication failure.

Answer

Recreate the data stream from scratch, because failed streams cannot be edited.

Answer

Delete the Amazon S3 bucket and create a new one with the same name.

Answer

Assign the Data Cloud Admin permission set to the integration user to refresh the credentials automatically.

Question 9

A Salesforce administrator needs to provide a business analyst with read-only access to Data Cloud data for reporting purposes. The analyst should not be able to modify any Data Cloud configuration or data. Which permission set license and permission set should the administrator assign?

Accepted Answer

Data Cloud User permission set license and the Data Cloud User permission set. The Data Cloud User permission set license and permission set provide the necessary read-only access to Data Cloud data for reporting. They do not include permissions to modify configuration or data, aligning with the principle of least privilege. The admin permission set would grant too much access, and mismatched license-permission set combinations are invalid.

Answer

Data Cloud User permission set license and the Data Cloud Admin permission set

Answer

Data Cloud Admin permission set license and the Data Cloud Admin permission set

Answer

Data Cloud Admin permission set license and the Data Cloud User permission set

Question 10

A consultant is setting up an activation to a Google Ads target in Data Cloud. The marketing team wants to ensure that the audience is updated automatically every day without manual intervention. What should the consultant configure?

Accepted Answer

Set the activation schedule to run daily at a specified time.. To automate daily updates to Google Ads, the consultant should configure the activation schedule to run daily. Data Cloud activations support scheduled runs, which automatically refresh the audience and send it to the target. This is the correct and straightforward method for recurring activations, requiring no custom development.

Answer

Create a data action that triggers the activation when the segment membership changes.

Answer

Enable the 'Auto-Refresh' checkbox on the activation target configuration.

Answer

Use a calculated insight to push updates to Google Ads every 24 hours.

Question 11

A consultant is configuring a Data Cloud activation to send a promotional email through Marketing Cloud Engagement. The marketing team wants the activation to run only once, on a specific future date, to coincide with a product launch. Which activation schedule setting should the consultant configure?

Accepted Answer

Set the activation schedule to a one-time run on the specified future date.. The requirement is a single, future-dated execution. Data Cloud's activation scheduling includes a one-time option where you specify a date and time for a single run. This is distinct from recurring or real-time schedules, which would either repeat the send or trigger immediately. Using the one-time schedule ensures the promotional email goes out only on the product launch date, meeting the marketing team's precise timing need without manual intervention.

Answer

Set the activation schedule to run on a recurring basis with a daily frequency.

Answer

Configure the activation to run continuously in real time as new records enter the segment.

Answer

Leave the schedule blank and manually trigger the activation from the Data Cloud UI on the launch date.

Question 12

A financial services firm wants to give its marketing analysts access to unified customer data in Data Cloud, but the security team requires that analysts only see data for the retail banking division and not the wealth management division. Both divisions' data already exist in the same Data Cloud org. Which feature should the consultant use to isolate the divisions' data and control analyst access?

Accepted Answer

Data Spaces. Data Spaces are the mechanism for logical isolation of data, metadata, and processes within a single Data Cloud org, and access can be granted per space. Placing each division's data in its own space and giving analysts access only to the retail space enforces the required separation. Identity resolution rulesets, Calculated Insights, and Data Streams serve unification, metric computation, and ingestion respectively, none of which control division-level access.

Answer

Calculated Insights

Answer

Identity Resolution rulesets

Answer

Data Streams

Question 13

An organization activates a high-value customer segment to an advertising platform through a Data Cloud activation. The marketing team wants the audience refreshed every hour, but the activation is only producing new files every six hours. The consultant confirms the segment refreshes hourly and the activation is scheduled hourly. Which factor most likely explains the delayed file generation?

Accepted Answer

The activation target enforces a minimum publish interval or throttling that limits how frequently files can be delivered to that destination.. Even when both the segment and the activation are scheduled hourly, the destination itself can impose throttling or a minimum delivery interval. Advertising platforms and similar activation targets often accept audience files only at defined cadences, which caps effective delivery frequency. The consistent six-hour pattern, despite hourly configuration, is the signature of a target-side constraint rather than a segmentation or mapping problem.

Answer

The activation target's refresh cadence is governed by the underlying Data Model object refresh, which only recalculates every six hours.

Answer

The Data Cloud org has reached its daily activation limit, so publishes are queued and released in six-hour batches.

Answer

The segment's primary key is not mapped correctly, causing records to be dropped until a full recalculation occurs.

Question 14

A consultant is onboarding a new Data Cloud org for a retail company. The data team asks which object type in Data Cloud stores the harmonized, standardized data model that maps source data into canonical customer, engagement, and sales entities for segmentation and activation. Which object type should the consultant identify?

Accepted Answer

Data Model Object (DMO). The harmonized, standardized layer that maps source data into canonical customer, engagement, and sales entities is the Data Model Object. Data Lake Objects hold raw source-aligned data, Data Spaces partition and secure data, and Calculated Insights are derived metrics. Only Data Model Objects provide the canonical model that segmentation and activation rely on.

Answer

Data Space

Answer

Calculated Insight

Answer

Data Lake Object (DLO)

Question 15

A marketing operations team wants to bring in a nightly batch file of loyalty transaction history from an external system that is not a supported native connector. The file is delivered to an SFTP location each night. Which ingestion approach should the consultant recommend?

Accepted Answer

Create an ingestion data stream using the file-based SFTP upload path for the nightly loyalty file.. When the source is not a supported native connector and delivers a nightly flat file to SFTP, the correct ingestion approach is a file-based data stream configured against the SFTP location. The other connectors target Salesforce orgs, real-time web and mobile events, or Marketing Cloud engagement data, none of which match an external loyalty system dropping batch files.

Answer

Use the Web and Mobile App connector to capture loyalty transactions in real time.

Answer

Set up a Marketing Cloud Engagement connector to sync the loyalty transaction history.

Answer

Configure a Salesforce CRM connector to pull the loyalty records from the external system.