Data 360 Consultant Timed Practice Test 3 — 10 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?

10 minute time limit — choose an answer to begin.

Accepted Answer

Identity resolution rulesets require a manual run or scheduled execution to re-process records after rule modifications.. Identity resolution in Data Cloud does not automatically re-run when match rules are modified. The ruleset must be manually executed or scheduled to re-process existing records and update Unified Individual links and counts. Until that run occurs, the previously computed unified profiles remain unchanged, which explains why the consultant saw no immediate update.

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 consultant creates a segment using a related Engagement Data Model Object (DMO). The segment size is significantly smaller than expected. Upon troubleshooting, the consultant discovers that many records lack a foreign key relationship to the Unified Individual DMO. What architectural mechanism caused this discrepancy?

Accepted Answer

Unresolved identity links or missing foreign key mappings between the engagement DMO and Unified Individual.. Data must be properly mapped through Identity Resolution and relationships to the Unified Individual DMO for related engagement data to link correctly to unified profiles.

Answer

Calculated Insights stripped out historical records older than 90 days.

Answer

Batch segmentation only processes the first 10 million records by default.

Answer

Streaming segments overwrite batch segment membership automatically.

Question 3

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

Accepted Answer

Email Address. Email Address (A) is correct because it is a unique, high-cardinality personal identifier commonly used as a deterministic match key in identity resolution to link profiles across sources. Telephone Number (B) is also correct because it serves as a strong personal identifier frequently used in match rules to unify customer records when email is missing or inconsistent. Calculated Insight SQL Formula (C) is incorrect because it defines derived analytics logic, not an identity attribute used for matching. Data Stream Ingestion Schedule (D) is incorrect because it governs when data is ingested, not how identities are matched. Activation Target URL (E) is incorrect because it specifies a destination for segment activation, not a matching attribute.

Answer

Calculated Insight SQL Formula

Answer

Data Stream Ingestion Schedule

Answer

Activation Target URL

Question 4

A consultant is setting up a data stream from an external database via Amazon S3. The source system generates CSV files with custom delimiters (pipes `|` instead of commas `,`). How should the consultant configure this in Data Cloud?

Accepted Answer

Specify the pipe delimiter (`|`) in the file format configuration settings during data stream creation.. During the S3 data stream creation wizard, Data Cloud allows administrators to specify custom delimiters (such as pipes, tabs, or semicolons) for CSV file parsing.

Answer

Write an Apex transformation class to replace pipes with commas.

Answer

Rename the file extension from `.csv` to `.pipe` so Data Cloud auto-detects it.

Answer

Convert all files to JSON because CSV does not support custom delimiters.

Question 5

A marketing team wants to analyze customer lifetime value (LTV) across all business units before segmenting on it. Where should the consultant build this metric?

Accepted Answer

Calculated Insights. Calculated Insights allow users to write SQL-like queries to aggregate metrics like LTV across unified data models.

Answer

Data Streams

Answer

Segment Canvas

Answer

Activation Membership

Question 6

An administrator has provisioned Data Cloud in a Sandbox org for testing. After refreshing the Sandbox, the administrator notices that the Data Cloud connection is broken and data streams are failing. What is the expected behavior of Data Cloud in Salesforce Sandboxes?

Accepted Answer

Data Cloud is not provisioned by default in refreshed sandboxes and requires reprovisioning or re-establishing connections.. Data Cloud is not fully supported or automatically preserved across standard sandbox refreshes in the same manner as core CRM configuration, often requiring reprovisioning or special handling.

Answer

Data Cloud configuration is fully preserved and requires no manual intervention after a sandbox refresh.

Answer

Data Cloud data streams automatically switch to mock test data after a sandbox refresh.

Answer

Sandbox refreshes automatically clone all data lakes and S3 buckets linked to Data Cloud.

Question 7

A consultant is configuring a Salesforce CRM data stream and wants to include standard Account fields along with custom fields. Where are the fields selected during the Data Cloud data stream creation process?

Accepted Answer

In the Data Stream creation wizard under the Fields selection step. During the Salesforce CRM data stream creation wizard, administrators select the individual objects and then pick the specific fields they wish to ingest.

Answer

By modifying the JSON configuration file of the connector bundle

Answer

In Setup under Object Manager

Answer

In the Data Model Object mapping canvas

Question 8

An activation publishing job fails repeatedly with a timeout error when attempting to connect to a custom REST webhook Data Action Target. What is the most robust troubleshooting step?

Accepted Answer

Verify the external endpoint's server performance, response latency, and ensure it acknowledges payloads quickly to prevent gateway timeout.. A timeout error when connecting to a custom REST webhook typically indicates the external endpoint is slow to respond or does not acknowledge the payload quickly. Verifying server performance, response latency, and ensuring fast acknowledgment is the most robust troubleshooting step to resolve gateway timeouts.

Answer

Recreate the Identity Resolution ruleset to clear transaction locks.

Answer

Increase the Data Cloud activation target chunk size to 1 million records per request.

Answer

Switch the activation target type from webhook to cloud storage.

Question 9

When configuring a streaming segment in Data Cloud, which THREE limitations or considerations must a consultant keep in mind? Choose 3 options.

Accepted Answer

Streaming segments have limitations on complex multi-object joins and certain SQL operators compared to batch segments.. Option A is correct because streaming segments in Data Cloud are evaluated incrementally against incoming events, so they do not support the full range of complex multi-object joins and SQL operators that batch segments can use, which is a key design limitation consultants must account for. Option C is correct because the defining behavior of a streaming segment is that it continuously evaluates data as it arrives, so audience membership is updated automatically when qualifying data changes occur, rather than waiting for a scheduled batch run. Option E is correct because streaming segmentation depends on the underlying Data Lake Objects and their Data Streams being configured with streaming enabled; without that ingestion path, the segment cannot receive the near-real-time events it needs to evaluate. Option B is not correct because a 24-hour refresh restriction describes batch-style scheduling, not streaming segments, which are designed for near-real-time updates. Option D is not correct because streaming segments can be activated to multiple targets, not exclusively Marketing Cloud Engagement.

Answer

Streaming segments are restricted to a maximum refresh frequency of once every 24 hours.

Answer

Streaming segments can only be published to Marketing Cloud Engagement and no other targets.

Question 10

A newly hired Data Cloud administrator at Get Cloudy Consulting is reviewing the org's Data Cloud setup and notices that the Data Cloud Setup Home page shows several configuration tiles. The administrator wants to quickly verify whether the org has an active Data Cloud connection to the production Salesforce CRM org. Which tile or area on the Data Cloud Setup Home page should the administrator check?

Accepted Answer

The Salesforce CRM tile, which shows the connection status and configuration for the Salesforce CRM connector.. The Data Cloud Setup Home page provides tiles for major configuration areas, and the Salesforce CRM tile is the one that reports the connector's connection status and configuration. Checking it confirms whether the production CRM org is linked and authenticated. The other tiles address data streams, identity resolution, and data spaces, none of which directly report the CRM connector's connection health.

Answer

The Data Spaces tile, which lists all data spaces and the users assigned to each.

Answer

The Identity Resolution tile, which displays the active rulesets and their last match run results.

Answer

The Data Streams tile, which lists all configured data streams and their last run status.