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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Topic 1: Large Data Volume and Performance- Scalability considerations
  • 1. Bulk data processing strategies
    • 2. Indexing and query optimization
      Topic 2: Master Data Management (MDM)- MDM architecture
      • 1. Data synchronization approaches
        • 2. Golden record design
          Topic 3: 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
                  Topic 4: Data Integration- Salesforce integration tools
                  • 1. MuleSoft and REST/SOAP APIs
                    • 2. Platform events and change data capture
                      - Integration patterns
                      • 1. API-based integration strategies
                        • 2. ETL vs real-time integration
                          Topic 5: Data Modeling and Database Design- Salesforce data model design
                          • 1. Standard and custom objects usage
                            • 2. Schema design for scalability
                              - Data modeling concepts
                              • 1. Relational vs. non-relational data design
                                • 2. Normalization and denormalization strategies

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                                  Salesforce Certified Data Architect Sample Questions (Q97-Q102):

                                  NEW QUESTION # 97
                                  UC is preparing to implement sales cloud and would like to its users to have read only access to an account record if they have access to its child opportunity record. How would a data architect implement this sharing requirement between objects?

                                  Answer: C

                                  Explanation:
                                  Implicit sharing will automatically handle this sharing requirement with standard functionality, as it grants read-only access to parent accounts when users have access to child opportunities. This is also known as account-opportunity sharing3. Creating a criteria-based sharing rule (option A) or an owner-based sharing rule (option D) is not necessary, as they are used to grant additional access based on record criteria or ownership.
                                  Adding appropriate users to the account team (option C) is also not required, as it is used to grant access to specific users or groups for individual accounts.


                                  NEW QUESTION # 98
                                  Northern Trail Outfitters (NTO) has an external product master system that syncs product and pricing information with Salesforce. Users have been complaining that they are seeing discrepancies in product and pricing information displayed on the NTO website and Salesforce.
                                  As a data architect, which action is recommended to avoid data sync issues?

                                  Answer: D


                                  NEW QUESTION # 99
                                  A large insurance provider is looking to implement Salesforce. The following exist.
                                  1. Multiple channel for lead acquisition
                                  2. Duplication leads across channels
                                  3. Poor customer experience and higher costs
                                  On analysis, it found that there are duplicate leads that are resulting to mitigate the issues?

                                  Answer: A,C,E


                                  NEW QUESTION # 100
                                  Universal Containers (UC) has built a custom application on Salesforce to help track shipments around the world. A majority of the shipping records are stored on premise in an external data source. UC needs shipment details to be exposed to the custom application, and the data needs to be accessible in real time. The external data source is not OData enabled, and UC does not own a middleware tool.
                                  Which Salesforce Connect procedure should a data architect use to ensure UC's requirements are met?

                                  Answer: B

                                  Explanation:
                                  According to this article, the Apex Connector Framework enables developers to create custom adapters for Salesforce Connect to access data from external systems that are not OData enabled. This can meet UC's requirements of exposing shipment details to the custom application and accessing the data in real time.


                                  NEW QUESTION # 101
                                  UC is rolling out Sales App globally to bring sales teams together on one platform. UC expects millions of opportunities and accounts to be creates and is concerned about the performance of the application.
                                  Which 3 recommendations should the data architect make to avoid the data skew? Choose 3 answers.

                                  Answer: A,B,E


                                  NEW QUESTION # 102
                                  ......

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