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Salesforce Data-Architect Exam Syllabus Topics:

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

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                                  Salesforce Certified Data Architect Sample Questions (Q228-Q233):

                                  NEW QUESTION # 228
                                  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?

                                  Answer: C

                                  Explanation:
                                  IP restrictions can be used to prevent users from accessing Salesforce from outside the company network or VPN. According to this article, sharing settings can be used to control access to customer information based on record ownership. According to this article, custom Apex can be used to support customer requests for removal of their information from Salesforce.


                                  NEW QUESTION # 229
                                  A casino is implementing Salesforce and is planning to build a customer 360 degree view for a customer who visits its resorts. The casino currently maintains the following systems that record customer activity: L Point-of-sale system: All purchases for a customer
                                  2. Salesforce; All customer service activity and sales activities for a customer
                                  3. Mobile app: All bookings, preferences, and browser activity for a customer
                                  4. Marketing: All email, SMS, and social campaigns for a customer
                                  Customer service agents using Salesforce would like to view the activities from all four systems to provide support to customers. The information has to be current and real time.
                                  What strategy should the data architect implement to satisfy this requirement?

                                  Answer: B

                                  Explanation:
                                  Exploring external data sources in Salesforce to build a 360 degree view of the customer (option A) is the best strategy to satisfy this requirement, as it allows customer service agents to view the activities from all four systems in real time without storing or replicating the data in Salesforce. Using a customer data mart to create the 360 degree view of the customer (option B) is not a good strategy, as it may introduce additional complexity and cost, and it does not leverage the native Salesforce features. Periodically uploading summary information in Salesforce to build a 360 degree view (option C) is also not a good strategy, as it may cause data latency and inconsistency, and it does not provide real-time information. Migrating customer activities from all four systems into Salesforce (option D) is also not a good strategy, as it may cause data redundancy and conflicts, and it does not scale well with large volumes of data.


                                  NEW QUESTION # 230
                                  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?

                                  Answer: A


                                  NEW QUESTION # 231
                                  Universal Container (UC) stores 10 million rows of inventory data in a cloud database, As part of creating a connected experience in Salesforce, UC would like to this inventory data to Sales Cloud without a import. UC has asked its data architect to determine if Salesforce Connect is needed.
                                  Which three consideration should the data architect make when evaluating the need for Salesforce Connect?

                                  Answer: A,B,D

                                  Explanation:
                                  The correct answer is A, D, and E. The data architect should consider these three factors when evaluating the need for Salesforce Connect: You want real-time access to the latest data from other systems, you have a large amount of data that you don't want to copy into your Salesforce org, and you need to small amounts of external data at any one time. These factors indicate that Salesforce Connect is a suitable solution for creating a connected experience in Salesforce without importing inventory data from a cloud database. Salesforce Connect allows Salesforce to access external data via OData or custom adapters without storing it in Salesforce, which reduces storage costs and ensures data freshness. Salesforce Connect also supports pagination and caching to optimize performance when accessing small amounts of external data at any one time. Option B is incorrect because if you have a large amount of data and would like to copy subsets of it into Salesforce, you may not need Salesforce Connect but rather use other tools such as Data Loader or API integration. Option C is incorrect because if you need to expose data via a virtual private connection, you may not need Salesforce Connect but rather use other tools such as VPN or VPC peering.


                                  NEW QUESTION # 232
                                  Universal Container (US) is replacing a home-grown CRM solution with Salesforce, UC has decided to migrate operational (Open and active) records to Salesforce, while keeping historical records in legacy system, UC would like historical records to be available in Salesforce on an as needed basis.
                                  Which solution should a data architect recommend to meet business requirement?

                                  Answer: A

                                  Explanation:
                                  According to the Using Mashups article on Salesforce Developers, one of the techniques for deploying large data volumes is to use mashups to display historical records in Salesforce. The article states that "Mashups are a way to display data from an external system within a Salesforce page without copying or synchronizing the data. Mashups use a combination of Visualforce, Apex callouts, and JavaScript code that runs in the browser.
                                  Mashups are useful when you want to display large amounts of read-only data that is stored outside of Salesforce." Therefore, a data architect should recommend this solution to meet the business requirement of UC.


                                  NEW QUESTION # 233
                                  ......

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