100% Pass Quiz 2026 Data-Architect: Salesforce Certified Data Architect Newest Latest Dumps Ebook

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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
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. MDM strategy and implementation 2. Data synchronization and consistency 3. Single source of truth design
Data Governance and Compliance	20%	- Data lifecycle management 1. Data retention and archiving policies 2. Data privacy and security 3. Data classification and handling - Data governance framework 1. Data quality standards 2. Compliance and regulatory requirements 3. Data stewardship and ownership
Data Modeling and Database Design	25%	- Indexing and data structure 1. Standard and custom indexes 2. Skinny tables and big objects 3. Query optimization strategies - Design scalable data models 1. Object relationships and cardinality 2. Custom and standard object design 3. Data model optimization for performance
Salesforce Data Management	25%	- Sharing and visibility design 1. Organization-wide defaults, role hierarchy 2. Data access and security model 3. Sharing rules, manual sharing, Apex sharing - Data import and export strategies 1. Data validation and cleansing 2. Migration planning and execution 3. Tools: Data Loader, Import Wizard, Bulk API
Large Data Volume Considerations	20%	- Performance and scalability 1. Governor limits and bulk processing 2. Avoiding and resolving data skew 3. Handling millions of records - 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 Sample Questions (Q259-Q264):

NEW QUESTION # 259
Universal Containers would like to remove data silos and connect their legacy CRM together with their ERP and with Salesforce. Most of their sales team has already migrated to Salesforce for daily use, although a few users are still on the old CRM until some functionality they require is completed. Which two techniques should be used for smooth interoperability now and in the future.

A. Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce.
B. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields.
C. Replicate ongoing changes in the legacy CRM to Salesforce to facilitate a smooth transition when the legacy CRM is eventually retired.
D. Do not connect Salesforce and the legacy CRM to each other during this transition period, but do allow both to interact with the ERP.

Answer: A,B

NEW QUESTION # 260
UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.
Which 3 options should a data architect recommend to share data between Org A and Org B?
Choose 3 answers.

A. Leverage Heroku Connect and Heroku Postgres to bidirectionally sync Opportunities.
B. Use Salesforce Connect and the cross-org adapter to visualize Opportunities into external objects
C. Install a 3rd party AppExchange tool to handle the data sharing
D. Develop an Apex class that pushes opportunity data between orgs daily via the Apex schedule.
E. Leverage middleware tools to bidirectionally send Opportunity data across orgs.

Answer: B,D,E

NEW QUESTION # 261
How can an architect find information about who is creating, changing, or deleting certain fields within the past two months?

A. Create a field history report for the fields in question.
B. Remove "customize application" permissions from everyone else.
C. Export the metadata and search it for the fields in question.
D. Export the setup audit trail and find the fields in question.

Answer: D

NEW QUESTION # 262
Universal container (UC) would like to build a Human resources application on Salesforce to manage employee details, payroll, and hiring efforts. To adequately and store the relevant data, the application will need to leverage 45 custom objects. In addition to this, UC expects roughly 20,00 API calls into Salesfoce from an n-premises application daily.
Which license type should a data architect recommend that best fits these requirements?

A. Service Cloud
B. Lightning External Apps Starts
C. Lightning platform Start
D. Lightning Platform plus

Answer: C

NEW QUESTION # 263
A customer is facing locking issued when importing large data volumes of order records that are children in a master-detail relationship with the Account object. What is the recommended way to avoid locking issues during import?

A. Change the relationship to Lookup and update the relationship to master-detail after import.
B. Import Account records first followed by order records after sorting order by OrderID.
C. Import Order records and Account records separately and populate AccountID in orders using batch Apex.
D. Import Account records first followed by order records after sorting orders by AccountID.

Answer: D

NEW QUESTION # 264
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