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Salesforce Data-Architect Exam Syllabus Topics:

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

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Data-Architect Detailed Study Plan - Test Data-Architect Answers

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Salesforce Certified Data Architect Sample Questions (Q31-Q36):

NEW QUESTION # 31
A large retail B2C customer wants to build a 360 view of its customer for its call center agents. The customer interaction is currently maintained in the following system: 1. Salesforce CRM
3. Customer Master Data management (MDM)
4. Contract Management system
5. Marketing solution
What should a data architect recommend that would help upgrade uniquely identify customer across multiple systems:

A. Create a custom object that will serve as a cross reference for the customer id.
B. Create a customer data base and use this id in all systems.
C. Create a custom field as external id to maintain the customer Id from the MDM solution.
D. Store the salesforce id in all the solutions to identify the customer.

Answer: C

Explanation:
To help uniquely identify customer across multiple systems, a data architect should recommend creating a custom field as external ID to maintain the customer ID from the MDM solution. An external ID is a custom field that has the "External ID" attribute enabled, which means that it contains unique record identifiers from a system outside of Salesforce. By using the customer ID from the MDM solution as an external ID in Salesforce CRM, Contract Management system, and Marketing solution, the data architect can ensure that each customer can be easily identified and integrated across these systems. Option A is incorrect because storing the Salesforce ID in all the solutions to identify the customer will not work if the customer records are created or updated in other systems besides Salesforce CRM. Option B is incorrect because creating a custom object that will serve as a cross reference for the customer ID will require additional configuration effort and may not be consistent with the actual customer records in each system. Option C is incorrect because creating a customer database and using this ID in all systems will require additional infrastructure cost and maintenance effort.

NEW QUESTION # 32
A large Automobile company has implemented SF for its Sales Associates. Leads flow from its website to SF using a batch integration in SF. The Batch job connects the leads to Accounts in SF. Customer visiting their retail stores are also created in SF as Accounts.
The company has noticed a large number of duplicate accounts in SF. On analysis, it was found that certain customers could interact with its website and also visit the store. The Sales associates use Global Search to search for customers in Salesforce before they create the customers.
Which scalable option should a data Architect choose to implement to avoid duplicates?

A. Create duplicate rules in SF to validate duplicates during the account creation process
B. Build Custom search based on fields on Accounts which can be matched with customer when they visit the store
C. Implement a MDM solution to validate the customer information before creating Accounts in SF.
D. Customize Account creation process to search if customer exists before creating an Account.

Answer: A

NEW QUESTION # 33
Based on government regulations, a Salesforce customer plans to implement the following in Salesforce for compliance:
Access to customer information based on record ownership
Ability for customers to request removal of their information from Salesforce Prevent users from accessing Salesforce from outside company network (virtual private network, or VPN) What should a data architect recommend to address these requirements?

A. Contact Salesforce support to restrict access only with VPN and other requirements
B. Allow users access to Salesforce through a custom web application hosted within VPN.
C. Implement IP restrictions, sharing settings, and custom Apex to support customer requests.
D. Implement Salesforce shield with Event Monitoring to address the requirement.

Answer: C

NEW QUESTION # 34
Which API should a data architect use if exporting 1million records from Salesforce?

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

Answer: C

NEW QUESTION # 35
Universal Containers (UC) is implementing Salesforce and will be using Salesforce to track customer complaints, provide white papers on products, and provide subscription-based support.
Which license type will UC users need to fulfill UC's requirements?

A. Sales Cloud License
B. Service Cloud License
C. Lightning Platform Starter License
D. Salesforce License

Answer: B

Explanation:
Service Cloud License (option C) is the license type that UC users need to fulfill UC's requirements, as it allows them to track customer complaints, provide white papers on products, and provide subscription-based support. Sales Cloud License (option A) is mainly for managing sales processes and leads, Lightning Platform Starter License (option B) is for building custom apps and workflows, and Salesforce License (option D) is a generic term that does not specify a particular license type.

NEW QUESTION # 36
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