Data-Architect Training Materials & Data-Architect Certification Training & Data-Architect Exam Questions

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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Governance and Management- Security and compliance
  • 1. Regulatory compliance considerations
    • 2. Data access controls
      - Data quality management
      • 1. Data validation rules
        • 2. Deduplication strategies
          Topic 2: Data Modeling and Database Design- Salesforce data model design
          • 1. Standard and custom objects usage
            • 2. Schema design for scalability
              - Data modeling concepts
              • 1. Relational vs. non-relational data design
                • 2. Normalization and denormalization strategies
                  Topic 3: Master Data Management (MDM)- MDM architecture
                  • 1. Golden record design
                    • 2. Data synchronization approaches
                      Topic 4: Large Data Volume and Performance- Scalability considerations
                      • 1. Indexing and query optimization
                        • 2. Bulk data processing strategies
                          Topic 5: Data Integration- Salesforce integration tools
                          • 1. MuleSoft and REST/SOAP APIs
                            • 2. Platform events and change data capture
                              - Integration patterns
                              • 1. API-based integration strategies
                                • 2. ETL vs real-time integration

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                                  Salesforce Certified Data Architect Sample Questions (Q138-Q143):

                                  NEW QUESTION # 138
                                  Universal Containers has a custom object with millions of rows of data.
                                  When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)

                                  Answer: A,D,E


                                  NEW QUESTION # 139
                                  NTO has multiple systems across its enterprise landscape including salesforce, with disparate version the customer records.
                                  In salesforce, the customer is represented by the contact object.
                                  NTO utilizes an MDM solution with these attributes:
                                  1. The MDM solution keeps track of customer master with a master key.
                                  2. The master key is a map to the record ID's from each external system that customer data is stored within.
                                  3. The MDM solution provides de-duplication features, so it acts as the single source of truth.
                                  How should a data architect implement the storage of master key within salesforce?

                                  Answer: D


                                  NEW QUESTION # 140
                                  Universal Containers (UC) is migrating from a legacy system to Salesforce CRM, UC is concerned about the quality of data being entered by users and through external integrations.
                                  Which two solutions should a data architect recommend to mitigate data quality issues?

                                  Answer: B,D


                                  NEW QUESTION # 141
                                  A national nonprofit organization is using Salesforce to recruit members. The recruitment process requires a member to be matched with a volunteer opportunity. Given the following:
                                  1. A record is created in Project__ c and used to track the project through completion.
                                  2. The member may then start volunteering and is required to track their volunteer hours, which is stored in VTOTime_c object related to the project.
                                  3. Ability to view or edit the VTOTime__c object needs to be the same as the Project__ c record.
                                  4. Managers must see total hours volunteered while viewing the Project__ c record.
                                  Which data relationship should the data architect use to support this requirement when creating the custom VTOTime__c object?

                                  Answer: B

                                  Explanation:
                                  A master-detail field on VTOTime__c to Project__c is the data relationship that the data architect should use to support the requirement when creating the custom VTOTime__c object. A master-detail relationship creates a parent-child relationship between two objects, where the master record controls certain behaviors of the detail record, such as security, ownership, deletion, and roll-up summary fields. By using a master-detail field on VTOTime__c to Project__c, you can ensure that the ability to view or edit the VTOTime__c object is the same as the Project__c record, and that managers can see the total hours volunteered while viewing the Project__c record using a roll-up summary field.


                                  NEW QUESTION # 142
                                  Universals Containers' system administrators have been complaining that they are not able to make changes to its users' record, including moving them to new territories without getting "unable to lock row" errors. This is causing the system admins to spend hours updating user records every day.
                                  What should the data architect do to prevent the error?

                                  Answer: D

                                  Explanation:
                                  Enabling granular locking (option B) is the best option to prevent the error, as it allows finer control over how records are locked during automated or manual processes, and reduces the chances of lock contention or deadlock. Reducing number of users updated concurrently (option A) is not a good option, as it may limit the productivity and efficiency of the system admins, and it does not address the root cause of the error. Analyzing Splunk query to spot offending records (option C) is also not a good option, as it may require more time and effort, and it does not provide a permanent solution for the error. Increasing CPU for the Salesforce org (option D) is also not a good option, as it may introduce additional cost and complexity, and it does not solve the root cause of the error.


                                  NEW QUESTION # 143
                                  ......

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