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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
          Data Governance and Management- Data quality management
          • 1. Deduplication strategies
            • 2. Data validation rules
              - Security and compliance
              • 1. Regulatory compliance considerations
                • 2. Data access controls
                  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. API-based integration strategies
                            • 2. ETL vs real-time integration
                              Master Data Management (MDM)- MDM architecture
                              • 1. Data synchronization approaches
                                • 2. Golden record design

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                                  Salesforce Certified Data Architect Sample Questions (Q103-Q108):

                                  NEW QUESTION # 103
                                  DreamHouse Realty has a data model as shown in the image. The Project object has a private sharing model, and it has Roll-Up summary fields to calculate the number of resources assigned to the project, total hours for the project, and the number of work items associated to the project.
                                  There will be a large amount of time entry records to be loaded regularly from an external system into Salesforce.

                                  What should the Architect consider in this situation?

                                  Answer: C

                                  Explanation:
                                  According to the exam guide, one of the objectives is to "describe the use cases and considerations for deferring sharing calculations"1. This implies that option A is the correct way to load large amounts of data into Salesforce without affecting performance and data integrity. Deferring sharing calculations allows the data to be loaded first and then the sharing rules to be applied later2. Option B is not correct because workflows are not recommended for calculating summary values, as they can cause performance issues and data skew3. Option C is not correct because triggers are also not recommended for calculating summary values, as they can cause governor limit errors and data inconsistency. Option D is not correct because external IDs are used to link records from different systems, not to improve data loading performance.


                                  NEW QUESTION # 104
                                  Northern Trail Outfitters (NTO) wants to implement backup and restore for Salesforce data, Currently, it has data backup processes that runs weekly, which back up all Salesforce data to an enterprise data warehouse (EDW). NTO wants to move to daily backups and provide restore capability to avoid any data loss in case of outage.
                                  What should a data architect recommend for a daily backup and restore solution?

                                  Answer: D

                                  Explanation:
                                  The data architect should recommend using AppExchange package for backup and restore. AppExchange is a marketplace for Salesforce apps and solutions that can be installed and configured in Salesforce orgs. There are several AppExchange packages that provide backup and restore functionality for Salesforce data, such as OwnBackup, Odaseva, or Spanning. These packages can perform daily backups of Salesforce data to a secure cloud storage, and provide restore capability to avoid any data loss in case of outage. Option B is incorrect because using ETL (Extract, Transform, Load) for backup and restore from EDW (Enterprise Data Warehouse) will require additional development effort and may not be reliable or secure. Option C is incorrect because using Bulk API to extract data on daily basis to EDW and REST API for restore will require additional integration effort and may not be scalable or performant. Option D is incorrect because changing weekly backup process to daily backup, and implementing a custom restore solution will require additional configuration effort and may not be robust or compliant.


                                  NEW QUESTION # 105
                                  (NTO) has multiple salesforce orgs based on geographical reports (AMER, EMEA, APAC). NTO products are in the AMER org and need to be created in the EMEA and APAC after the products are approved.
                                  Which two features should a data architect recommend to share records between salesforce orgs? Choose 2.

                                  Answer: B,C


                                  NEW QUESTION # 106
                                  UC has a requirement to migrate 100 million order records from a legacy ERP application into the salesforce platform. UC does not have any requirements around reporting on the migrated data.
                                  What should a data architect recommend to reduce the performance degradation of the platform?

                                  Answer: B

                                  Explanation:
                                  Implementing a custom big object to store the data is the best recommendation to reduce the performance degradation of the platform, as it allows storing large volumes of data that do not need real-time access or reporting. Custom big objects can be defined using metadata API or developer console, and support up to 1 billion records per object. Creating a custom object or using the standard order object would consume a lot of storage space and impact the performance of queries and reports. Using a standard big object defined by salesforce would not be applicable for order records, as standard big objects are predefined for specific use cases such as audit trails or field history.


                                  NEW QUESTION # 107
                                  Universal Containers (UC) has 1,000 accounts and 50,000 opportunities. UC has an enterprise security requirement to export all sales data outside of Salesforce on a weekly basis. The security requirement also calls for exporting key operational data that includes events such as file downloads, logins, logouts, etc. Which two recommended approaches would address the above requirement?

                                  Answer: C


                                  NEW QUESTION # 108
                                  ......

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