Free PDF 2026 Updated Salesforce Data-Architect: Salesforce Certified Data Architect Exam Sims

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| Section | Weight | Objectives |
|---|
| Topic 1: Data Integration and Master Data Management | 10% | - Master data management
- 1. Data synchronization and consistency
- 2. Single source of truth design
- 3. MDM strategy and implementation
- Integration patterns and tools
- 1. Real-time vs batch integration
- 2. REST, SOAP, and Bulk API usage
- 3. External data sources and objects
|
| Topic 2: Data Modeling and Database Design | 25% | - Indexing and data structure
- 1. Skinny tables and big objects
- 2. Query optimization strategies
- 3. Standard and custom indexes
- Design scalable data models
- 1. Custom and standard object design
- 2. Data model optimization for performance
- 3. Object relationships and cardinality
|
| Topic 3: Data Governance and Compliance | 20% | - Data governance framework
- 1. Data stewardship and ownership
- 2. Data quality standards
- 3. Compliance and regulatory requirements
- Data lifecycle management
- 1. Data classification and handling
- 2. Data privacy and security
- 3. Data retention and archiving policies
|
| Topic 4: Large Data Volume Considerations | 20% | - Storage and optimization
- 1. Storage limits and management
- 2. Archiving and off-platform storage
- 3. Performance tuning techniques
- Performance and scalability
- 1. Avoiding and resolving data skew
- 2. Handling millions of records
- 3. Governor limits and bulk processing
|
| Topic 5: 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. Organization-wide defaults, role hierarchy
- 2. Data access and security model
- 3. Sharing rules, manual sharing, Apex sharing
|
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Salesforce Certified Data Architect Sample Questions (Q141-Q146):
NEW QUESTION # 141
Northern Trail Outfitters (NTO) has multiple Salesforce orgs based on regions. Users need read-only access to customers across all Salesforce orgs.
Which feature in Salesforce can be used to provide access to customer records across all NTO orgs?
- A. Federated Search
- B. Salesforce Connect
- C. Salesforce 2 Salesforce
- D. External APIs
Answer: B
NEW QUESTION # 142
Universal Containers (UC) manages Vehicle and Service History in Salesforce. Vehicle (Vehicle__ c) and Service History (Service-History__ c) are both custom objects related through a lookup relationship.
Every week a batch synchronization process updates the Vehicle and Service History records in Salesforce. UC has two hours of migration window every week and is facing locking issues as part of the data migration process.
What should a data architect recommend to avoid locking issues without affecting performance of data migration?
- A. Use Bulk API serial mode for data migration
- B. Insert the order in another custom object and use Batch Apex to move the records to Service_ Order__ c object.
- C. Use Bulk API parallel mode for data migration
- D. Change the lookup configuration to "Clear the value of this field" when lookup record is deleted.
Answer: A
NEW QUESTION # 143
Universal Containers wants to automatically archive all inactive Account data that is older than 3 years. The information does not need to remain accessible within the application. Which two methods should be recommended to meet this requirement? Choose 2 answers
- A. Schedule a weekly export file from the Salesforce UI.
- B. Schedule jobs to export and delete using an ETL tool.
- C. Use the Force.com Workbench to export the data.
- D. Schedule jobs to export and delete using the Data Loader.
Answer: B,D
Explanation:
Both C and D are valid methods to automatically archive and delete inactive Account data that is older than 3 years1. You can use an ETL tool or the Data Loader to schedule jobs to export and delete data based on certain criteria3. Option A is not recommended because the Force.com Workbench is a web-based tool that does not support scheduling or automation. Option B is not suitable because the weekly export file from the Salesforce UI does not delete data from Salesforce.
NEW QUESTION # 144
An architect is planning on having different batches to load one million Opportunities into Salesforce using the Bulk API in parallel mode. What should be considered when loading the Opportunity records?
- A. Sort batches by Name field values.
- B. Order batches by Auto -number field.
- C. Create indexes on Opportunity object text fields.
- D. Group batches by the AccountId field.
Answer: B
NEW QUESTION # 145
A national nonprofit organization is using Salesforce to recruit members. The recruitment process requires a member to be matched with a volunteer opportunity. Given the following:
1. A record is created in Project__ c and used to track the project through completion.
2. The member may then start volunteering and is required to track their volunteer hours, which is stored in VTOTime_c object related to the project.
3. Ability to view or edit the VTOTime__c object needs to be the same as the Project__ c record.
4. Managers must see total hours volunteered while viewing the Project__ c record.
Which data relationship should the data architect use to support this requirement when creating the custom VTOTime__c object?
- A. Lookup Field on Project_c to VTOTime_c displaying a list of VTOTime__c in a related list.
- B. Master Detail Field on VTOTime_ c to Project_c with rollup summary field on Project __c showing sum of hours from VTOTime_c records.
- C. Master Detail field on Project _c to VTOTime _c showing a list of VTOTime_c Records in a related list.
- D. Lookup field on VTOTime_c to Project_c with formula filed on Project__ c showing Sum of hours from VTOTime__c records.
Answer: B
NEW QUESTION # 146
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