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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Integration and Master Data Management	10%	- Integration patterns and tools 1. Real-time vs batch integration 2. External data sources and objects 3. REST, SOAP, and Bulk API usage - Master data management 1. Single source of truth design 2. MDM strategy and implementation 3. Data synchronization and consistency
Topic 2: Data Modeling and Database Design	25%	- Indexing and data structure 1. Standard and custom indexes 2. Query optimization strategies 3. Skinny tables and big objects - Design scalable data models 1. Object relationships and cardinality 2. Custom and standard object design 3. Data model optimization for performance
Topic 3: Salesforce Data Management	25%	- Data import and export strategies 1. Tools: Data Loader, Import Wizard, Bulk API 2. Data validation and cleansing 3. Migration planning and execution - Sharing and visibility design 1. Data access and security model 2. Sharing rules, manual sharing, Apex sharing 3. Organization-wide defaults, role hierarchy
Topic 4: Data Governance and Compliance	20%	- Data governance framework 1. Data stewardship and ownership 2. Compliance and regulatory requirements 3. Data quality standards - Data lifecycle management 1. Data classification and handling 2. Data privacy and security 3. Data retention and archiving policies
Topic 5: Large Data Volume Considerations	20%	- Performance and scalability 1. Handling millions of records 2. Governor limits and bulk processing 3. Avoiding and resolving data skew - Storage and optimization 1. Archiving and off-platform storage 2. Storage limits and management 3. Performance tuning techniques

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Salesforce Certified Data Architect Data-Architect Prüfungsfragen mit Lösungen (Q26-Q31):

26. Frage
Universal Containers (UC) requires 2 years of customer related cases to be available on SF for operational reporting. Any cases older than 2 years and upto 7 years need to be available on demand to the Service agents.
UC creates 5 million cases per yr.
Which 2 data archiving strategies should a data architect recommend? Choose 2 options:

A. Use Big objects for cases older than 2 years, and use nightly batch to move them.
B. Use custom objects for cases older than 2 years and use nightly batch to move them.
C. Use Heroku and external objects to display cases older than 2 years and bulk API to hard delete from Salesforce.
D. Sync cases older than 2 years to an external database, and provide access to Service agents to the database

Antwort: A,C

Begründung:
The best data archiving strategies for UC are to use Big objects and Heroku with external objects. Big objects allow storing large amounts of data on the Salesforce platform without affecting performance or storage limits. They also support point-and-click tools, triggers, and Apex code. Heroku is a cloud platform that can host external databases and integrate with Salesforce using external objects. External objects enable on- demand access to external data sources via standard Salesforce APIs and user interfaces. Using bulk API to hard delete cases from Salesforce will free up storage space and improve performance.

27. Frage
Universal Containers is creating a new B2C service offering for consumers to ship goods across continents. This is in addition to their well-established B2B offering. Their current Salesforce org uses the standard Account object to track B2B customers. They are expecting to have over 50,000,000 consumers over the next five years across their 50 business regions. B2C customers will be individuals. Household data is not required to be stored. What is the recommended data model for consumer account data to be stored in Salesforce?

A. Use 50 umbrella Accounts for each region, with customers as associated Contacts.
B. Use the Account object with Person Accounts and a new B2C page layout.
C. Use the Account object with a newly created Record Type for B2C customers.
D. Create a new picklist value for B2C customers on the Account Type field.

Antwort: B

Begründung:
The recommended data model for consumer account data to be stored in Salesforce is to use the Account object with Person Accounts and a new B2C page layout. Person Accounts are a special type of accounts that allow you to store information about individual consumers who are not associated with a business account2. Person Accounts have the following advantages3:
They allow you to use the same standard objects and features that you use for business accounts, such as contacts, opportunities, cases, etc.
They enable you to create different page layouts and record types for B2C and B2B customers, which allows you to customize the user interface and business logic for each segment.
They support large data volumes and can scale up to 50 million records or more, which meets the expected growth of consumers over the next five years.

28. Frage
A data architect is working with a large B2C retailer and needs to model the consumer account structure in Salesforce.
What standard feature should be selected in this scenario?

A. Individual Accounts
B. Account Contact
C. Person Accounts
D. Contacts

Antwort: C

Begründung:
According to this article, person accounts are designed to store information about individual people by combining certain account and contact fields into a single record. This is suitable for a large B2C retailer that needs to model the consumer account structure in Salesforce.

29. Frage
Universal Containers (UC) is implementing Salesforce and will be using Salesforce to track customer complaints, provide white papers on products, and provide subscription-based support.
Which license type will UC users need to fulfill UC's requirements?

A. Service Cloud License
B. Salesforce License
C. Lightning Platform Starter License
D. Sales Cloud License

Antwort: A

Begründung:
Service Cloud License (option C) is the license type that UC users need to fulfill UC's requirements, as it allows them to track customer complaints, provide white papers on products, and provide subscription-based support. Sales Cloud License (option A) is mainly for managing sales processes and leads, Lightning Platform Starter License (option B) is for building custom apps and workflows, and Salesforce License (option D) is a generic term that does not specify a particular license type.

30. Frage
What should a data architect do to provide additional guidance for users when they enter information in a standard field?

A. Add custom help text in default value for the field.
B. Create a custom page with help text for user guidance.
C. Provide custom help text under field properties.
D. Add a label field with help text adjacent to the custom field.

Antwort: C

Begründung:
The correct answer is A. To provide additional guidance for users when they enter information in a standard field, a data architect should provide custom help text under field properties. This will display a help icon next to the field label that users can hover over to see the help text. Option B is incorrect because creating a custom page with help text for user guidance will require additional development effort and may not be easily accessible by users. Option C is incorrect because adding custom help text in default value for the field will overwrite the actual default value of the field and may confuse users. Option D is incorrect because adding a label field with help text adjacent to the custom field will clutter the page layout and may not be visible to users.

31. Frage
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