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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: 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: 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
                      Topic 4: 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 5: Master Data Management (MDM)- MDM architecture
                              • 1. Data synchronization approaches
                                • 2. Golden record design

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                                  Salesforce Certified Data Architect Sample Questions (Q58-Q63):

                                  NEW QUESTION # 58
                                  Universal Containers (UC) loads bulk leads and campaigns from third-party lead aggregators on a weekly and monthly basis. The expected lead record volume is 500K records per week, and the expected campaign records volume is 10K campaigns per week. After the upload, Lead records are shared with various sales agents via sharing rules and added as Campaign members via Apex triggers on Lead creation. UC agents work on leads for 6 months, but want to keep the records in the system for at least 1 year for reference. Compliance requires them to be stored for a minimum of 3 years. After that, data can be deleted. What statement is true with respect to a data archiving strategy for UC?

                                  Answer: D

                                  Explanation:
                                  Leveraging a "tier"-based approach to classify the record storage need is a true statement with respect to a data archiving strategy for UC. This approach involves defining different tiers of data based on their usage, value, and retention policies, and then applying appropriate storage and archiving solutions for each tier.


                                  NEW QUESTION # 59
                                  Salesforce is being deployed in Ursa Major Solar's disparate, multi-system ERP environment. Ursa major Solar wants to maintain data synchronization between systems.
                                  Which two techniques should be used to achieve this goal? (Choose two.)

                                  Answer: A,D

                                  Explanation:
                                  Option A is correct because integrating Salesforce with the ERP environment is a technique to maintain data synchronization between systems1. Option C is correct because utilizing an MDM strategy to outline a single source of truth is another technique to ensure data quality and consistency across systems2. Option B is not correct because utilizing workbench to update files within systems is not a technique to maintain data synchronization, but a tool to perform data manipulation tasks3. Option D is not correct because building synchronization reports and dashboards is not a technique to maintain data synchronization, but a way to monitor and analyze data4.


                                  NEW QUESTION # 60
                                  Universal Containers has a large volume of Contact data going into Salesforce.com. There are 100,000 existing contact records. 200,000 new contacts will be loaded. The Contact object has an external ID field that is unique and must be populated for all existing records. What should the architect recommend to reduce data load processing time?

                                  Answer: A

                                  Explanation:
                                  Loading new records via the Insert operation and existing records via the Update operation will allow using the external ID field as a unique identifier and avoid any duplication or overwriting of records. This is faster and safer than deleting all existing records or using the Upsert operation, which might cause conflicts or errors
                                  .


                                  NEW QUESTION # 61
                                  Universal Containers (UC) has implemented a master data management strategy, which uses a central system of truth, to ensure the entire company has the same customer information in all systems. UC customer data changes need to be accurate at all times in all of the systems. Salesforce is the identified system of record for this information.
                                  What is the correct solution for ensuring all systems using customer data are kept up to date?

                                  Answer: C


                                  NEW QUESTION # 62
                                  Universal Container (UC) has accumulated data over years and has never deleted data from its Salesforce org.
                                  UC is now exceeding the storage allocations in the org. UC is now looking for option to delete unused from the org.
                                  Which three recommendations should a data architect make is order to reduce the number of records from the org?
                                  Choose 3 answers

                                  Answer: C,D,E

                                  Explanation:
                                  Using hard delete in Bulk API, identifying records that have not been modified or used in last 3 years, and archiving the records in EDW before deleting from Salesforce are all good recommendations to reduce the number of records from the org1. Using hard delete in batch Apex or Rest API may not be as efficient or scalable as Bulk API


                                  NEW QUESTION # 63
                                  ......

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