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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Topic 1: Master Data Management (MDM)- MDM architecture
  • 1. Data synchronization approaches
    • 2. Golden record design
      Topic 2: Data Integration- Integration patterns
      • 1. API-based integration strategies
        • 2. ETL vs real-time integration
          - Salesforce integration tools
          • 1. Platform events and change data capture
            • 2. MuleSoft and REST/SOAP APIs
              Topic 3: Large Data Volume and Performance- Scalability considerations
              • 1. Indexing and query optimization
                • 2. Bulk data processing strategies
                  Topic 4: 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. Standard and custom objects usage
                        • 2. Schema design for scalability
                          Topic 5: 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 (Q85-Q90):

                                  NEW QUESTION # 85
                                  A data architect is working with a large B2C retailer and needs to model the consumer account structure in Salesforce.
                                  What standard feature should be selected in this scenario?

                                  Answer: A

                                  Explanation:
                                  According to this article, person accounts are designed to store information about individual people by combining certain account and contact fields into a single record. This is suitable for a large B2C retailer that needs to model the consumer account structure in Salesforce.


                                  NEW QUESTION # 86
                                  DreamHouse Realty has a Salesforce deployment that manages Sales, Support, and Marketing efforts in a multi-system ERP environment. The company recently reached the limits of native reports and dashboards and needs options for providing more analytical insights.
                                  What are two approaches an Architect should recommend? (Choose two.)

                                  Answer: A,D

                                  Explanation:
                                  Einstein Analytics can provide more analytical insights than native reports and dashboards by allowing users to explore data from multiple sources, create interactive visualizations, and apply AI-powered features 5
                                  . AppExchange Apps can also provide more analytical insights by offering pre-built solutions or integrations with external tools that can enhance the reporting and analytics capabilities of Salesforce 6 .


                                  NEW QUESTION # 87
                                  UC has millions of Cases and are running out of storage. Some user groups need to have access to historical cases for up to 7 years.
                                  Which 2 solutions should a data architect recommend in order to minimize performance and storage issues?
                                  Choose 2 answers:

                                  Answer: A,C


                                  NEW QUESTION # 88
                                  UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.
                                  Which 3 options should a data architect recommend to share data between Org A and Org B?
                                  Choose 3 answers.

                                  Answer: A,B,D

                                  Explanation:
                                  Leveraging Heroku Connect and Heroku Postgres, middleware tools, or Salesforce Connect and the cross-org adapter are all viable options to share data between Org A and Org B in near-real time3. Installing a 3rd party AppExchange tool may not provide bidirectional sync or may have additional costs. Developing an Apex class that pushes opportunity data between orgs daily via the Apex schedule may not meet the near-real time requirement.


                                  NEW QUESTION # 89
                                  Universal Containers (UC) is a major supplier of office supplies. Some products are produced by UC and some by other manufacturers. Recently, a number of customers have complained that product descriptions on the invoices do not match the descriptions in the online catalog and on some of the order confirmations (e.g., "ballpoint pen" in the catalog and "pen" on the invoice, and item color labels are inconsistent: "what vs. "White" or "blk" vs. "Black"). All product data is consolidated in the company data warehouse and pushed to Salesforce to generate quotes and invoices. The online catalog and webshop is a Salesforce Customer Community solution. What is a correct technique UC should use to solve the data inconsistency?

                                  Answer: B

                                  Explanation:
                                  A correct technique UC should use to solve the data inconsistency is to define a data taxonomy for product data and apply the taxonomy to the product data in the data warehouse. A data taxonomy is a hierarchical classification of data entities and attributes that defines their meaning, format, and relationships. A data taxonomy can help ensure consistency, accuracy, and completeness of product data across different systems and channels


                                  NEW QUESTION # 90
                                  ......

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