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Salesforce Data-Architect Exam Syllabus Topics:

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

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

                                  NEW QUESTION # 217
                                  NTO has decided to franchise its brand. Upon implementation, 1000 franchisees will be able to access BTO's product information and track large customer sales and opportunities through a portal. The Franchisees will also be able to run monthly and quarterly sales reports and projections as well as view the reports in dashboards.
                                  Which licenses does NTO need to provide these features to the Franchisees?

                                  Answer: D

                                  Explanation:
                                  The best license to provide these features to the franchisees is the Partner Community license. Partner Community licenses are designed for external users who collaborate with your sales team on deals, such as resellers, distributors, or brokers. Partner Community users can access standard CRM objects, such as accounts, contacts, leads, opportunities, campaigns, and reports. They can also access custom objects and run dashboards12. Salesforce Sales Cloud license is not a good option because it is intended for internal users who need full access to standard CRM and custom apps. Lightning Platform license is not a good option because it is intended for users who need access to custom apps but not to standard CRM functionality. Customer Community license is not a good option because it is intended for external users who need access to customer support features, such as cases and knowledge articles, but not to sales features


                                  NEW QUESTION # 218
                                  Universal Containers (UC) has a complex system landscape and is implementing a data governance program for the first time Which two first steps would be appropriate for UC to initiate an assessment of data architecture? Choose 2 answers

                                  Answer: A,D

                                  Explanation:
                                  Engaging with executive sponsorship to assess enterprise data strategy and goals, and engaging with business units and IT to assess current operational systems and data models are two first steps that would be appropriate for UC to initiate an assessment of data architecture. These steps will help to understand the current state of data management, the business needs and expectations, and the gaps and opportunities for improvement. Engaging with IT program managers to assess current velocity of projects in the pipeline, and engaging with database administrators to assess current database performance metrics are not relevant steps for assessing data architecture, as they are more related to project management and technical performance.


                                  NEW QUESTION # 219
                                  Universal Containers (UC) manages Vehicle and Service History in Salesforce. Vehicle (Vehicle__ c) and Service History (Service-History__ c) are both custom objects related through a lookup relationship.
                                  Every week a batch synchronization process updates the Vehicle and Service History records in Salesforce. UC has two hours of migration window every week and is facing locking issues as part of the data migration process.
                                  What should a data architect recommend to avoid locking issues without affecting performance of data migration?

                                  Answer: A

                                  Explanation:
                                  According to the official Salesforce guide1, using Bulk API serial mode for data migration can help avoid locking issues by processing batches in a single thread. This mode ensures that batches are processed in the order they are received and that only one batch is processed at a time. This reduces the risk of lock contention and deadlocks, especially when updating parent and child records in a lookup relationship. Option B is the correct answer because it suggests using Bulk API serial mode for data migration. Option A is incorrect because using Bulk API parallel mode for data migration can cause locking issues by processing batches in multiple threads. This mode does not guarantee the order of batch processing and can result in concurrent updates to the same records, which can lead to lock contention and deadlocks. Option C is incorrect because inserting the order in another custom object and using Batch Apex to move the records to Service_Order__c object adds unnecessary complexity and overhead to the data migration process. Option D is incorrect because changing the lookup configuration to "Clear the value of this field" when lookup record is deleted does not address the locking issues caused by data migration, but rather by record deletion.


                                  NEW QUESTION # 220
                                  UC is trying to switch from legacy CRM to salesforce and wants to keep legacy CRM and salesforce in place till all the functionality is deployed in salesforce. The want to keep data in synch b/w Salesforce, legacy CRM and SAP. What is the recommendation.

                                  Answer: A,C

                                  Explanation:
                                  Integrate SAP with Salesforce, SAP to legacy CRM but not legacy CRM to Salesforce. This is a good recommendation because it allows both Salesforce and the legacy CRM to interact with the ERP system, which can be the source of truth for some data entities. However, it avoids creating a direct connection between Salesforce and the legacy CRM, which can cause data duplication and synchronization issues. Suggest MDM solution and link MDM to salesforce and SAP. This is another good recommendation because it can help manage the data lifecycle and quality across multiple systems, as well as provide a single view of the customer data


                                  NEW QUESTION # 221
                                  As part of a phased Salesforce rollout. there will be 3 deployments spread out over the year. The requirements have been carefully documented. Which two methods should an architect use to trace back configuration changes to the detailed requirements? Choose 2 answers

                                  Answer: A,D


                                  NEW QUESTION # 222
                                  ......

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