Data 360 Consultant Practice Test 1 — 10 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 Ingestion API allows developers to stream event data into Data Cloud in real time with low latency.

Answer

Amazon S3 Batch Connector

Answer

Salesforce CRM Standard Connector

Answer

Scheduled CSV Data Import wizard

Question 2

When creating an Activation in Data Cloud, what prerequisite must be completed before you can select an Activation Target?

Accepted Answer

Create and publish a Segment. Before you can create an activation, you must first create and publish a segment that defines the audience you want to activate.

Answer

Enable Einstein Studio model scoring

Answer

Establish a Direct Data Share with Snowflake

Answer

Configure a Calculated Insight with at least three metrics

Question 3

An activation target to a commercial CRM is failing because the payload size exceeds the target system's maximum API request limit. How should the Data Cloud Consultant resolve this issue?

Accepted Answer

Adjust the batch size or chunking configuration settings on the activation target to reduce payload volume per request.. When payload limits are exceeded during activation exports, adjusting the batch size or chunking configuration on the activation target helps reduce the volume per request.

Answer

Disable Identity Resolution to reduce the number of linked profile attributes.

Answer

Increase the Data Cloud heap size limit in the org-wide governor settings.

Answer

Convert the activation into a streaming Data Action target.

Question 4

Which object relationship is essential when activating attributes alongside a segment in Data Cloud?

Accepted Answer

A valid relationship between the attribute's DMO and the Unified Individual DMO.. Activation attributes must be related to the Unified Individual object either directly or via related Data Model Objects (DMOs) linked by foreign keys.

Answer

A Tableau CRM dashboard binding string.

Answer

An Apex trigger linking the Data Source Object to the Case object.

Answer

A hardcoded foreign key constraint in the raw CSV ingestion file.

Question 5

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). Cloud storage or SFTP activation targets allow Data Cloud to export segment files securely to external SFTP servers or cloud buckets.

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 6

A company needs to ensure that when a customer is removed from a segment due to churn, their record is also immediately removed from the active audience list in an external ad platform. How does Data Cloud handle segment removal during an activation publish?

Accepted Answer

Data Cloud sends a removal or suppression payload to the activation target during the next scheduled activation refresh.. When an activation is refreshed, Data Cloud calculates additions and removals (deltas), sending removal signals to supported activation targets to remove users who no longer qualify.

Answer

Removals are only supported for real-time streaming data actions, not batch activations.

Answer

Data Cloud automatically deletes the contact record from the external ad platform entirely.

Answer

Segment removals require a manual CSV export and upload by an administrator.

Question 7

A company is setting up an activation to a cloud storage bucket. They want to ensure that files are partitioned or named in a specific structure so that their downstream data warehouse ingestion pipeline can parse them easily. How should the consultant configure this?

Accepted Answer

Configure the file naming convention, prefix, and folder path settings within the Cloud File Storage Activation Target configuration.. Cloud storage activation targets support file naming conventions, prefixes, and directory path configurations during target setup.

Answer

Write an external cron job in the cloud storage bucket to rename files after export.

Answer

Modify the Data Model Object primary keys to include folder names.

Answer

Use an Apex trigger on the activation object to alter file headers.

Question 8

When configuring a Data Action, what are the two main components that must be linked together?

Accepted Answer

A Data Source/Event and a Data Action Target. A Data Action connects a data event source (such as a streaming data transform or data model object) to a Data Action Target (such as a webhook or Salesforce Core feature).

Answer

An Identity Resolution Ruleset and a Calculated Insight

Answer

A Segment and an Activation Target

Answer

An Ingestion API connection and an SFTP server

Question 9

A Data Cloud Consultant is troubleshooting an activation that is failing to publish segments to an AWS S3 bucket activation target. The activation membership count is high, but the export job consistently returns an authentication error. Which component should the consultant inspect first?

Accepted Answer

The Identity and Access Management (IAM) role trust policy and bucket access permissions. AWS S3 bucket activation targets rely heavily on IAM role assumption or correct AWS access key/secret key pairs along with S3 bucket policy permissions. Checking the IAM policy and trust relationship is the primary step for authentication failures.

Answer

The Connected App callback URL and OAuth scopes

Answer

The Marketing Cloud Connector user profile settings

Answer

The Einstein Trust Layer activation guardrails

Question 10

A Data Cloud Consultant is configuring a Data Action Target that sends data to an external endpoint via webhook. The external endpoint requires a custom HTTP header for authorization (e.g., 'X-API-Key'). Where is this custom header configured?

Accepted Answer

In the Data Action Target configuration screen under custom headers and authentication settings.. When setting up a Data Action Target in Data Cloud for a webhook, custom headers and authentication tokens are configured directly within the Data Action Target definition setup screen.

Answer

Inside the activation membership criteria builder.

Answer

In the Named Credentials setup within Salesforce Core CRM.

Answer

Via a custom Ingestion API payload transformation script.