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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Data Modeling and Database Design	- Data modeling concepts 1. Normalization and denormalization strategies 2. Relational vs. non-relational data design - Salesforce data model design 1. Schema design for scalability 2. Standard and custom objects usage
Data Integration	- Integration patterns 1. ETL vs real-time integration 2. API-based integration strategies - Salesforce integration tools 1. MuleSoft and REST/SOAP APIs 2. Platform events and change data capture
Data Governance and Management	- Data quality management 1. Deduplication strategies 2. Data validation rules - Security and compliance 1. Regulatory compliance considerations 2. Data access controls
Master Data Management (MDM)	- MDM architecture 1. Golden record design 2. Data synchronization approaches
Large Data Volume and Performance	- Scalability considerations 1. Indexing and query optimization 2. Bulk data processing strategies

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Salesforce Certified Data Architect Sample Questions (Q143-Q148):

NEW QUESTION # 143
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. Master Detail field on Project _c to VTOTime _c showing a list of VTOTime_c Records in a related list.
B. Lookup field on VTOTime_c to Project_c with formula filed on Project__ c showing Sum of hours from VTOTime__c records.
C. Master Detail Field on VTOTime_ c to Project_c with rollup summary field on Project __c showing sum of hours from VTOTime_c records.
D. Lookup Field on Project_c to VTOTime_c displaying a list of VTOTime__c in a related list.

Answer: C

Explanation:
A master-detail field on VTOTime__c to Project__c is the data relationship that the data architect should use to support the requirement when creating the custom VTOTime__c object. A master-detail relationship creates a parent-child relationship between two objects, where the master record controls certain behaviors of the detail record, such as security, ownership, deletion, and roll-up summary fields. By using a master-detail field on VTOTime__c to Project__c, you can ensure that the ability to view or edit the VTOTime__c object is the same as the Project__c record, and that managers can see the total hours volunteered while viewing the Project__c record using a roll-up summary field.

NEW QUESTION # 144
UC is implementing sales cloud for patient management and would like to encrypt sensitive patient records being stored in files.
Which solution should a data architect recommend to solve this requirement?

A. Store files outside of salesforce and access them to real time.
B. Use classic encryption to encrypt files.
C. Implement 3rd party App Exchange app to encrypt files.
D. Implement shield platform encryption to encrypt files.

Answer: D

NEW QUESTION # 145
NTO has implemented salesforce for its sales users. The opportunity management in salesforce is implemented as follows:
1. Sales users enter their opportunities in salesforce for forecasting and reporting purposes.
2. NTO has a product pricing system (PPS) that is used to update opportunity amount field on opportunities on a daily basis.
3. PPS is the trusted source within the NTO for opportunity amount.
4. NTO uses opportunity forecast for its sales planning and management.
Sales users have noticed that their updates to the opportunity amount field are overwritten when PPS updates their opportunities.
How should a data architect address this overriding issue?

A. Change opportunity amount field access to read only for sales users using field level security.
B. Create a custom field for opportunity amount that PPS updates separating the field that sales user updates.
C. Change PPS integration to update only opportunity amount fields when values is NULL.
D. Create a custom field for opportunity amount that sales users update separating the fields that PPS updates.

Answer: A

NEW QUESTION # 146
Universal Containers (UC) has lead assignment rules to assign leads to owners. Leads not routed by assignment rules are assigned to a dummy user. Sales rep are complaining of high load times and issues with accessing leads assigned to the dummy user.
What should a data architect recommend to solve these performance issues?

A. Periodically delete leads to reduce number of leads
B. Assign dummy user to highest role in role hierarchy
C. Create multiple dummy user and assign leads to them
D. Assign dummy user last role in role hierarchy

Answer: C

Explanation:
According to the official Salesforce guide 1 , assigning leads to a single dummy user can cause performance issues and data skew, especially if the dummy user owns more than 10,000 records. Data skew occurs when a single user or a small number of users own a disproportionately large number of records, which can affect query performance and sharing calculations. Option B is the correct answer because it suggests creating multiple dummy users and assigning leads to them, which can distribute the load and reduce data skew.
Option A is incorrect because assigning the dummy user to the last role in the role hierarchy does not affect the performance or data skew issues. Option C is incorrect because assigning the dummy user to the highest role in the role hierarchy can worsen the performance and data skew issues, as it will grant access to more users and records. Option D is incorrect because periodically deleting leads can cause data loss and does not address the root cause of the problem.

NEW QUESTION # 147
Universal Containers has millions of rows of data in Salesforce that are being used in reports to evaluate historical trends. Performance has become an issue, as well as data storage limits. Which two strategies should be recommended when talking with stakeholders?

A. Combine Analytics Snapshots with a purging plan by reporting on the snapshot data and deleting the original records.
B. Configure the Salesforce Archiving feature to archive older records and remove them from the data storage limits.
C. Use scheduled batch Apex to copy aggregate information into a custom object and delete the original records.
D. Use Data Loader to extract data, aggregate it, and write it back to a custom object, then delete the original records.

Answer: B,C

Explanation:
Using scheduled batch Apex to copy aggregate information into a custom object and delete the original records can improve the performance and reduce the data storage limits by removing unnecessary data and keeping only the summary data that is needed for reporting. Configuring the Salesforce Archiving feature to archive older records and remove them from the data storage limits can also help with performance and storage issues by moving historical data to a separate system that is still accessible but does not affect the operational data

NEW QUESTION # 148
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