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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Data Governance and Management- Data quality management
  • 1. Deduplication strategies
    • 2. Data validation rules
      - Security and compliance
      • 1. Data access controls
        • 2. Regulatory compliance considerations
          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
                  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 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

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                                  Salesforce Certified Data Architect Sample Questions (Q217-Q222):

                                  NEW QUESTION # 217
                                  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?

                                  Answer: B

                                  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 # 218
                                  Northern trail Outfitters (NTO) uses Sales Cloud and service Cloud to manage sales and support processes.
                                  Some of NTOs team are complaining they see new fields on their page unsure of which values need be input.
                                  NTO is concerned about lack of governance in making changes to Salesforce.
                                  Which governance measure should a data architect recommend to solve this issue?

                                  Answer: B

                                  Explanation:
                                  To solve the issue of lack of governance in making changes to Salesforce, a data architect should recommend creating and managing a data dictionary and setting up a governance process for changes made to common objects. A data dictionary is a document that defines the metadata, structure, and relationship of each object and field in Salesforce. A governance process is a set of rules and procedures that govern how changes are proposed, reviewed, approved, and deployed in Salesforce. These measures will help NTO to maintain consistency, quality, and clarity of their data model and avoid confusion and errors among users. Option A is incorrect because adding description fields to explain why the field is used, and marking the field as required will not prevent unauthorized or unnecessary changes to Salesforce. Option C is incorrect because creating reports to identify which users are leaving blank, and using external data sources to augment the missing data will not address the root cause of the issue, which is the lack of governance in making changes to Salesforce.
                                  Option D is incorrect because creating validation rules with error messages to explain why the fields are used will not stop users from seeing new fields on their page that they are unsure of.


                                  NEW QUESTION # 219
                                  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: C,D

                                  Explanation:
                                  The correct answer is C and D. To minimize performance and storage issues, a data architect should recommend leveraging on premise data archival and building integration to view archived data, and leveraging big object to archive case data and lightning components to show archived data. These solutions will allow some user groups to access historical cases for up to 7 years without consuming too much storage space or affecting the performance of queries and reports. Option A is incorrect because exporting data out of salesforce and storing it in flat files on external system will make it difficult to access and query the data.
                                  Option B is incorrect because creating a custom object to store case history and run reports on it will still consume a lot of storage space and impact the performance of queries and reports.


                                  NEW QUESTION # 220
                                  Universal Containers (UC) has implemented Sales Cloud for its entire sales organization, UC has built a custom object called projects_c that stores customers project detail and employee bitable hours.
                                  The following requirements are needed:
                                  A subnet of individuals from the finance team will need to access to the projects object for reporting and adjusting employee utilization.
                                  The finance users will not access to any sales objects, but they will need to interact with the custom object.
                                  Which license type a data architect recommend for the finance team that best meets the requirements?

                                  Answer: D

                                  Explanation:
                                  The data architect should recommend Lighting platform plus license type for the finance team that best meets the requirements. This license type allows users to access custom objects and run reports and dashboards on them, without accessing any sales objects. Option A is incorrect because Service Cloud license type is more suitable for customer service users who need to access cases, knowledge, and other service objects. Option B is incorrect because Sales Cloud license type is more suitable for sales users who need to access accounts, contacts, opportunities, and other sales objects. Option C is incorrect because Light Platform Start license type does not allow users to run reports and dashboards on custom objects.


                                  NEW QUESTION # 221
                                  Universal Containers (UC) has three systems: Salesforce, a cloud -based ERP system, and an on -premise Order Management System (OMS). An architect has been tasked with creating a solution that uses Salesforce as the system of record for Leads and the OMS as the system of record for Account and Contacts. UC wants Accounts and Contacts to be able to maintain their names in each system (i.e., "John Doe" in the OMS and "Johnny Doe" in Salesforce), but wants to have a consolidated data store which links referenced records across the systems. What approach should an architect suggest so the requirements are met?

                                  Answer: D


                                  NEW QUESTION # 222
                                  ......

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