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Salesforce Data-Architect Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Large Data Volume Considerations	20%	- Storage and optimization 1. Archiving and off-platform storage 2. Performance tuning techniques 3. Storage limits and management - Performance and scalability 1. Governor limits and bulk processing 2. Handling millions of records 3. Avoiding and resolving data skew
Topic 2: Data Integration and Master Data Management	10%	- Integration patterns and tools 1. External data sources and objects 2. REST, SOAP, and Bulk API usage 3. Real-time vs batch integration - Master data management 1. Single source of truth design 2. Data synchronization and consistency 3. MDM strategy and implementation
Topic 3: 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 4: Data Governance and Compliance	20%	- Data governance framework 1. Compliance and regulatory requirements 2. Data quality standards 3. Data stewardship and ownership - Data lifecycle management 1. Data privacy and security 2. Data retention and archiving policies 3. Data classification and handling
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. Data access and security model 2. Organization-wide defaults, role hierarchy 3. Sharing rules, manual sharing, Apex sharing

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Salesforce Certified Data Architect Sample Questions (Q24-Q29):

NEW QUESTION # 24
A large telecommunication provider that provides internet services to both residence and business has the following attributes:
A customer who purchases its services for their home will be created as an Account in Salesforce.
Individuals within the same house address will be created as Contact in Salesforce.
Businesses are created as Accounts in Salesforce.
Some of the customers have both services at their home and business.
What should a data architect recommend for a single view of these customers without creating multiple customer records?

A. Customers are created as Person Accounts and related to Business and Residential Accounts using the Account Contact relationship.
B. Customer are created as individual objects and relate with Accounts for Business and Residence accounts.
C. Customers are created as Contacts and related to Business and Residential Accounts using the Account Contact Relationships.
D. Costumers are created as Accounts for Residence Account and use Parent Account to relate Business Account.

Answer: C

Explanation:
Creating customers as Contacts and relating them to Business and Residential Accounts using the Account Contact Relationships (option A) is the best option to recommend for a single view of these customers without creating multiple customer records, as it allows the data architect to model complex relationships between customers and accounts using native Salesforce features and tools. Creating customers as Person Accounts and relating them to Business and Residential Accounts using the Account Contact relationship (option B) is not a good option, as it may create data redundancy and inconsistency, and it does not leverage the existing Contact object. Creating customers as individual objects and relating them with Accounts for Business and Residence accounts (option C) is also not a good option, as it may require more customization and maintenance effort, and it does not leverage the existing Account and Contact objects. Creating customers as Accounts for Residence Account and using Parent Account to relate Business Account (option D) is also not a good option, as it may create confusion and complexity with the account hierarchy, and it does not leverage the existing Contact object.

NEW QUESTION # 25
Universal Containers (UC) is a business that works directly with individual consumers (B2C). They are moving from a current home-grown CRM system to Salesforce. UC has about one million consumer records.
What should the architect recommend for optimal use of Salesforce functionality and also to avoid data loading issues?

A. Create a Custom Object Individual Consumer c to load all individual consumers.
B. Load one Account record and one Contact record for each individual consumer.
C. Load all individual consumers as Account records and avoid using the Contact object.
D. Create one Account and load individual consumers as Contacts linked to that one Account.

Answer: D

Explanation:
According to the exam guide, one of the objectives is to "describe best practices for implementing a single-org strategy in a B2C scenario"1. This implies that option D is the best practice for loading individual consumers as contacts in Salesforce. This approach avoids creating unnecessary accounts and reduces data duplication.
Option C is not correct because it creates one account per contact, which increases data volume and complexity. Options A and B are not correct because they do not leverage the standard contact object, which provides native functionality and integration with other Salesforce features.

NEW QUESTION # 26
Ursa Major Solar has defined a new Data Quality Plan for their Salesforce data.
Which two approaches should an Architect recommend to enforce the plan throughout the organization? (Choose two.)

A. Enforce critical business processes by using Workflow, Validation Rules, and Apex code.
B. Ensure all data is stored in an external system and set up an integration to Salesforce for view-only access.
C. Schedule a weekly dashboard displaying records that are missing information to be sent to managers for review.
D. Schedule reports that will automatically catch duplicates and merge or delete the records every week.

Answer: A,C

NEW QUESTION # 27
Universal Container (UC) has accumulated data over years and has never deleted data from its Salesforce org. UC is now exceeding the storage allocations in the org. UC is now looking for option to delete unused from the org.
Which three recommendations should a data architect make is order to reduce the number of records from the org?
Choose 3 answers

A. Use Rest API to permanently delete records from the Salesforce org.
B. Archive the records in enterprise data warehouse (EDW) before deleting from Salesforce.
C. Use hard delete in batch Apex to permanently delete records from Salesforce.
D. Identify records in objects that have not been modified or used In last 3 years.
E. Use hard delete in Bulk API to permanently delete records from Salesforce.

Answer: B,D,E

Explanation:
Using hard delete in Bulk API, identifying records that have not been modified or used in last 3 years, and archiving the records in EDW before deleting from Salesforce are all good recommendations to reduce the number of records from the org1. Using hard delete in batch Apex or Rest API may not be as efficient or scalable as Bulk API

NEW QUESTION # 28
Universal Containers has a large volume of Contact data going into Salesforce.com. There are 100,000 existing contact records. 200,000 new contacts will be loaded. The Contact object has an external ID field that is unique and must be populated for all existing records. What should the architect recommend to reduce data load processing time?

A. Load new records via the Insert operation and existing records via the Update operation.
B. Delete all existing records, and then load all records together via the Insert operation.
C. Load Contact records together using the Streaming API via the Upsert operation.
D. Load all records via the Upsert operation to determine new records vs. existing records.

Answer: A

Explanation:
Loading new records via the Insert operation and existing records via the Update operation will allow using the external ID field as a unique identifier and avoid any duplication or overwriting of records. This is faster and safer than deleting all existing records or using the Upsert operation, which might cause conflicts or errors
.

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