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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Topic 1: 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. Standard and custom objects usage
        • 2. Schema design for scalability
          Topic 2: 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 3: Large Data Volume and Performance- Scalability considerations
                  • 1. Indexing and query optimization
                    • 2. Bulk data processing strategies
                      Topic 4: Master Data Management (MDM)- MDM architecture
                      • 1. Data synchronization approaches
                        • 2. Golden record design
                          Topic 5: 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

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                                  Salesforce Certified Data Architect Sample Questions (Q171-Q176):

                                  NEW QUESTION # 171
                                  Universal Containers (UC) has implemented Sales Cloud and it has been noticed that Sales reps are not entering enough data to run insightful reports and dashboards. UC executives would like to monitor and measure data quality metrics. What solution addresses this requirement?

                                  Answer: D

                                  Explanation:
                                  Using third-party AppExchange tools to monitor and measure data quality can address the requirement of UC executives by providing features such as data cleansing, deduplication, validation, enrichment, and scoring.
                                  These tools can help improve the accuracy, completeness, and consistency of the data entered by sales reps .


                                  NEW QUESTION # 172
                                  Universal Containers (UC) is facing data quality issues where Sales Reps are creating duplicate customer accounts, contacts, and leads. UC wants to fix this issue immediately by prompting users about a record that possibly exists in Salesforce. UC wants a report regarding duplicate records. What would be the recommended approach to help UC start immediately?

                                  Answer: C


                                  NEW QUESTION # 173
                                  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: B

                                  Explanation:
                                  The best way to implement the storage of master key within Salesforce is to store it on the contact object as an external ID field for referential imports. This way, the data architect can use the master key as a unique identifier to match records from different systems and avoid duplicates. The other options are not feasible because they either require additional storage or do not support referential imports.


                                  NEW QUESTION # 174
                                  Universal Container require all customers to provide either a phone number of an email address when registering for an account.
                                  What should the data architect use to ensure this requirement is met?

                                  Answer: D

                                  Explanation:
                                  Using a validation rule is the best way to ensure that all customers provide either a phone number or an email address when registering for an account, as it allows defining a formula that evaluates whether a record meets certain criteria. Using required fields may not work if both phone number and email address are required.
                                  Using an Apex class or a Process Builder may be more complex or cumbersome than using a validation rule.


                                  NEW QUESTION # 175
                                  Universal Containers (UC) is implementing Salesforce and will be using Salesforce to track customer complaints, provide white papers on products, and provide subscription-based support.
                                  Which license type will UC users need to fulfill UC's requirements?

                                  Answer: A

                                  Explanation:
                                  Service Cloud License (option C) is the license type that UC users need to fulfill UC's requirements, as it allows them to track customer complaints, provide white papers on products, and provide subscription-based support. Sales Cloud License (option A) is mainly for managing sales processes and leads, Lightning Platform Starter License (option B) is for building custom apps and workflows, and Salesforce License (option D) is a generic term that does not specify a particular license type.


                                  NEW QUESTION # 176
                                  ......

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