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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Data Integration and Master Data Management	10%	- Master data management 1. MDM strategy and implementation 2. Single source of truth design 3. Data synchronization and consistency - 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. Standard and custom indexes 3. Query optimization strategies - Design scalable data models 1. Data model optimization for performance 2. Custom and standard object design 3. Object relationships and cardinality
Topic 3: Large Data Volume Considerations	20%	- Performance and scalability 1. Avoiding and resolving data skew 2. Handling millions of records 3. Governor limits and bulk processing - Storage and optimization 1. Storage limits and management 2. Performance tuning techniques 3. Archiving and off-platform storage
Topic 4: 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. Migration planning and execution 2. Data validation and cleansing 3. Tools: Data Loader, Import Wizard, Bulk API
Topic 5: Data Governance and Compliance	20%	- Data governance framework 1. Data quality standards 2. Data stewardship and ownership 3. Compliance and regulatory requirements - Data lifecycle management 1. Data classification and handling 2. Data retention and archiving policies 3. Data privacy and security

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Salesforce Certified Data Architect Sample Questions (Q64-Q69):

NEW QUESTION # 64
Which API should a data architect use if exporting 1million records from Salesforce?

A. SOAP API
B. Bulk API
C. Streaming API
D. REST API

Answer: B

NEW QUESTION # 65
Universal Containers (UC) has a custom discount request object set as a detail object with a custom product object as the master. There is a requirement to allow the creation of generic discount requests without the custom product object as its master record. What solution should an Architect recommend to UC?

A. Change the master-detail relationship to a lookup relationship.
B. Create a placeholder product record for the generic discount request.
C. Mandate the selection of a custom product for each discount request.
D. Remove the master-detail relationship and keep the objects separate.

Answer: A

Explanation:
Changing the master-detail relationship to a lookup relationship is the best solution for allowing the creation of generic discount requests without the custom product object as its master record. A lookup relationship allows you to create child records without requiring a parent record. It also gives you more flexibility in defining the sharing and security settings for each object

NEW QUESTION # 66
NTO has been using salesforce for sales and service for 10 years. For the past 2 years, the marketing group has noticed a raise from 0 to 35 % in returned mail when sending mail using the contact information stored in salesforce.
Which solution should the data architect use to reduce the amount of returned mails?

A. Use a 3rd-party data source to update contact information in salesforce.
B. Email all customer and asked them to verify their information and to call NTO if their address is incorrect.
C. Delete contacts when the mail is returned to save postal cost to NTO.
D. Have the sales team to call all existing customers and ask to verify the contact details.

Answer: A

NEW QUESTION # 67
Universal Containers (UC) is planning to move away from legacy CRM to Salesforce. As part of one-time data migration, UC will need to keep the original date when a contact was created in the legacy system. How should an Architect design the data migration solution to meet this requirement?

A. Write an Apex trigger on the Contact object, before insert event to set the original value in a standard CreatedDate field.
B. Enable "Set Audit Fields" and assign the permission to the user loading the data for the duration of the migration.
C. After the data is migrated, perform an update on all records to set the original date in a standard CreatedDate field.
D. Create a new field on Contact object to capture the Created Date. Hide the standard CreatedDate field using Field -Level Security.

Answer: B

NEW QUESTION # 68
UC needs to load a large volume of leads into salesforce on a weekly basis. During this process the validation rules are disabled.
What should a data architect recommend to ensure data quality is maintained in salesforce.

A. Develop custom APEX batch process to improve quality once the load is completed.
B. Allow validation rules to be activated during the load of leads into salesforce.
C. Activate validation rules once the leads are loaded into salesforce to maintain quality.
D. Ensure the lead data is preprocessed for quality before loading into salesforce.

Answer: D

Explanation:
Ensuring the lead data is preprocessed for quality before loading into Salesforce is the best way to maintain data quality2. Activating validation rules after the load or developing a custom Apex batch process may not catch all the errors or may require additional time and resources. Allowing validation rules to be activated during the load may cause failures or delays.

NEW QUESTION # 69
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