2026 Data-Architect: Valid Exam Salesforce Certified Data Architect Question

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Salesforce Data-Architect Exam Syllabus Topics:

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

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Salesforce Certified Data Architect Sample Questions (Q188-Q193):

NEW QUESTION # 188
Universal Container (UC) stores 10 million rows of inventory data in a cloud database, As part of creating a connected experience in Salesforce, UC would like to this inventory data to Sales Cloud without a import. UC has asked its data architect to determine if Salesforce Connect is needed.
Which three consideration should the data architect make when evaluating the need for Salesforce Connect?

A. You have a large amount of data that you don't want to copy into your Salesforce org.
B. You want real-time access to the latest data, from other systems.
C. You have a large amount of data and would like to copy subsets of it into Salesforce.
D. You need to expose data via a virtual private connection.
E. You need to small amounts of external data at any one time.

Answer: A,B,E

NEW QUESTION # 189
Universal Containers (UC) is going thought major reorganization of their sales team. This would require changes to a large a number of group members and sharing rules. UCs administrator is concerned about long processing time and failure during the process.
What should a Data architect implement to make changes efficiently?

A. Delete old sharing rules and build new sharing rules
B. Enable Defer Sharing Calculation prior to making sharing rule changes.
C. Log a case with salesforce to make sharing rule changes.
D. Log out all users and make changes to sharing rules.

Answer: B

NEW QUESTION # 190
Universal Containers (UC) is launching an RFP to acquire a new accounting product available on AppExchange. UC is expecting to issue 5 million invoices per year, with each invoice containing an average of 10 line items. What should UC's Data Architect recommend to ensure scalability?

A. Ensure the account product vendor includes Wave Analytics in their offering.
B. Ensure the account product vendor provides a sound data archiving strategy.
C. Ensure invoice line items simply reference existing Opportunity line items.
D. Ensure the accounting product runs 100% natively on the Salesforce platform.

Answer: B

Explanation:
A sound data archiving strategy is essential for ensuring scalability and performance of any application that deals with large volumes of data. You need to consider factors like data retention policies, storage limits, backup and recovery options, and data access requirements when designing a data archiving solution2. You can use tools like OwnBackup, Odaseva, or ArchiveIt to archive your data from Salesforce to external systems

NEW QUESTION # 191
UC has millions of case records with case history and SLA data. UC's compliance team would like historical cases to be accessible for 10 years for Audit purpose.
What solution should a data architect recommend?

A. Archive Case data using Salesforce Archiving process
B. Use a custom Big object to store archived case data.
C. Use a custom object to store archived case data.
D. Purchase more data storage to support case object

Answer: B

Explanation:
The best solution to store historical cases for 10 years for audit purpose is to use a custom Big object to store archived case data. Big objects are a type of custom object that can store massive amounts of data on the Salesforce platform without affecting performance or storage limits. They also support point-and-click tools, triggers, and Apex code. Big objects can be used for archiving historical data that needs to be retained for compliance or analytics purposes3. Archiving case data using Salesforce Archiving process is not a good option because it only supports archiving cases that are closed for more than one year, and it does not allow customizing the archival criteria or accessing the archived data via Apex or APIs4. Purchasing more data storage to support case object is expensive and may impact performance. Using a custom object to store archived case data is not scalable and may consume a lot of storage space.

NEW QUESTION # 192
UC migrating 100,000 Accounts from an enterprise resource planning (ERP) to salesforce and is concerned about ownership skew and performance.
Which 3 recommendations should a data architect provide to prevent ownership skew?
Choose 3 answers:

A. Assigned a default user as owner of accounts, and assign role in hierarchy.
B. Assign a default user as owner of accounts and assigned top most role in hierarchy.
C. Assign a default user as owner of account and do not assign any role to default user.
D. Assign "view all" permission on profile to give access to account.
E. Keep users out of public groups that can be used as the source for sharing rules.

Answer: B,C,E

NEW QUESTION # 193
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