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| Section | Weight | Objectives |
|---|---|---|
| Agentforce & AI Innovation | 11% | - Marketing agents
|
| Platform Setup & Governance | 13% | - Business Units and governance
|
| Campaign Design, Flow Orchestration & Content | 30% | - Activation templates
|
| Analytics & Performance Insights | 8% | - Marketing insights
|
| Consent | 13% | - Consent record management
|
| Data Modeling, Identity Resolution & Segmentation | 25% | - Identity Resolution
|
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質問 # 105
Northern Trail Outfitters is implementing identity resolution in Data 360 and wants to understand how subsequent runs affect credit consumption.
Which records does Data 360 process during each subsequent identity resolution run?
正解：A
解説：
After the initial Identity Resolution processing, Data 360 uses incremental processing so that unchanged source records don't need to be repeatedly rematched. Salesforce's current Identity Resolution documentation explicitly states that preprocessing identifies records that are new or changed and sends only those records into Identity Resolution.
Salesforce determines whether a record changed by converting source records to hash values and comparing those hashes with the values from previous Identity Resolution runs. Records whose current hash indicates no change can be excluded from unnecessary reprocessing.
This behavior has direct credit-consumption implications. Salesforce explains that preprocessing prevents credits from being consumed by repeatedly running Identity Resolution over records that have already been unified in their current form. Even when a source performs a full refresh, preprocessing can protect unchanged records from unnecessary identity-processing work.
Option A is incomplete because an existing record that has been modified must also be reprocessed. Option B incorrectly assumes that every subsequent run rematches the entire source population.
The uploaded master correctly keys C.
Study Guide Reference: Data Modeling, Identity Resolution and Segmentation # Identity Resolution # Incremental Processing and Credit Consumption.
質問 # 106
Northern Trail Outfitters (NTO) runs a weekly promotional newsletter. NTO's Marketing Cloud Next Consultant has configured a record-triggered flow on the Lead object in Salesforce that fires when a lead clicks a specific product link in an email. The flow is meant to automatically opt the lead in to a product subscription using the Create Consent action, but the consent record consistently fails to create.
What should the consultant configure instead?
正解：C
解説：
The uploaded bank keys C , which places the automation at the layer where the actual email-click engagement exists: Data 360 engagement data.
Current Salesforce documentation supports the core architecture. Create Consent is supported in Data Cloud
/Data 360-triggered flows and can be used to automate consent updates based on behavioral data such as a link click . Salesforce explicitly describes link clicks and form submissions as valid sources for automated Create Consent processing.
The original CRM Lead record doesn't itself become updated merely because an email engagement event occurred, so a conventional Lead record-triggered flow is an unreliable trigger for this behavior. A Data 360- triggered flow can instead react to the appropriate engagement DMO event and pass the relevant sending contact point into Create Consent.
The source specifically identifies the Email Engagement DMO, click criteria, link URL, and Send time Email Address fields. Those exact field-level details are source-derived; current public Salesforce documentation independently confirms the broader Data 360-triggered + Create Consent pattern.
Study Guide Reference: Consent # Behavioral Consent Automation # Data 360-Triggered Flow and Create Consent.
質問 # 107
Northern Trail Outfitters needs to send a highly personalized SMS message to customers. The personalization logic requires a complex, real-time calculation based on external system data that is not stored in Data 360.
The logic must be executed at the time of send to ensure the data is current.
Which data source should a Marketing Cloud Next Consultant use to meet this requirement?
正解：B
解説：
An Apex Class data provider is the appropriate solution when personalization requires custom runtime logic and data that isn't already available in Data 360. Salesforce supports Apex Class as a personalization data source for both email and SMS content.
The Apex data provider enables custom Apex logic to supply simple or complex values to the marketing message at runtime. This is especially relevant when an external system must be queried, proprietary calculations must be executed, or structured data must be assembled immediately before rendering the message.
A Data Graph would require the relevant information to already exist within Data 360 or be represented through its associated DMOs. That contradicts the requirement that the external information isn't stored there.
An Event data provider works well when the triggering event itself contains all required values, but the question specifically states that a complex calculation against external system data must occur at send time.
That requirement calls for executable server-side logic rather than simple event-payload personalization.
The uploaded bank keys C. Salesforce explicitly documents Apex Class as a supported data provider for personalized Email and SMS and notes that it can supply complex structured data.
Study Guide Reference: Campaign Design, Flow Orchestration and Content # Advanced Personalization
# Apex Data Providers.
質問 # 108
A Marketing Cloud Next Consultant observes a spike in Data Services Credits usage in Digital Wallet. The consultant already optimized the number of rows processed by Identity Resolution.
Which other method should the consultant use to reduce credit consumption?
正解：A
解説：
Identity Resolution can be a significant consumer of Data Services Credits because profile-unification jobs process qualifying source records. Salesforce specifically recommends controlling unnecessary identity- resolution execution when configuring or modifying rulesets. One supported optimization is to disable Run jobs automatically while making configuration changes and use Run Now deliberately when processing is actually required. This prevents repeated automatic runs while administrators are iterating on match, reconciliation, or filtering logic.
Salesforce also recommends keeping only one active ruleset when possible to reduce usage costs. Therefore, option B would move in the wrong direction: maintaining multiple active rulesets can increase processing and credit consumption rather than reduce it.
Option C is also inappropriate. Recreating data streams can cause unnecessary data reprocessing and isn't the recommended credit-management technique. Data filtering and sensible scheduling are much more controlled approaches.
Because the question states that row-count optimization has already been performed, controlling automatic identity-resolution jobs is the best additional measure among the available options. The master bank keys A.
Study Guide Reference: Data Modeling, Identity Resolution and Segmentation # Identity Resolution # Data Services Billable Usage Types and cost optimization.
質問 # 109
A Marketing Cloud Next Consultant is configuring an Audience Flow for a personalized email campaign. The campaign must target a specific group of existing Contacts, without using a Data 360 segment. The email must include each recipient's first name and account name.
What should the consultant recommend?
正解：A
解説：
An Actionable List is the correct audience mechanism when marketers need to target a fixed, specifically selected collection of existing Leads or Contacts without building a Data 360 segment. Salesforce describes Actionable Lists as static collections suited to known individuals, such as imported event attendees or other deliberately selected contacts. An Audience Flow can use a List as its audience source.
For personalization, Content Variables provide dynamic placeholders whose values can be populated by Flow at runtime. Salesforce allows content variables to map to data sources available to Flow, including Salesforce records and other connected data. This makes it possible to supply attributes such as First Name and Account information during message execution.
A Data Graph is designed primarily as a personalization data source and isn't itself the appropriate fixed-list audience source described here. Option A unnecessarily introduces a marketing object and AMPscript when the records already exist as Contacts.
The uploaded master bank identifies C. Salesforce confirms that Audience Flows support List sources and that Actionable Lists represent fixed audiences.
Study Guide Reference: Campaign Design, Flow Orchestration and Content # Audience Flows # Actionable Lists and Content Variables.
質問 # 110
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