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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Master Data Management (MDM)- MDM architecture
  • 1. Data synchronization approaches
    • 2. Golden record design
      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. Schema design for scalability
            • 2. Standard and custom objects usage
              Data Governance and Management- Security and compliance
              • 1. Regulatory compliance considerations
                • 2. Data access controls
                  - Data quality management
                  • 1. Deduplication strategies
                    • 2. Data validation rules
                      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
                              Large Data Volume and Performance- Scalability considerations
                              • 1. Indexing and query optimization
                                • 2. Bulk data processing strategies

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                                  Salesforce Certified Data Architect Sample Questions (Q224-Q229):

                                  NEW QUESTION # 224
                                  Universal Containers (UC) maintains a collection of several million Account records that represent business in the United Sates. As a logistics company, this list is one of the most valuable and important components of UC ' s business, and the accuracy of shipping addresses is paramount. Recently it has been noticed that too many of the addresses of these businesses are inaccurate, or the businesses don ' t exist. Which two scalable strategies should UC consider to improve the quality of their Account addresses?

                                  Answer: B,C

                                  Explanation:
                                  Integrating with a third-party database or service for address validation and enrichment is a scalable strategy that can improve the quality of the Account addresses by comparing them with a reliable source of data 1
                                  . Leveraging Data.com Clean to clean up Account address fields with the D & B database is another scalable strategy that can automatically update and enrich Account records with verified information from Data.com 2 .


                                  NEW QUESTION # 225
                                  A Customer is migrating 10 million order and 30 million order lines into Salesforce using Bulk API. The Engineer is experiencing time-out errors or long delays querying parents order IDs in Salesforce before importing related order line items. What is the recommended solution?

                                  Answer: C


                                  NEW QUESTION # 226
                                  The head of sales at Get Cloudy Consulting wants to understand key relevant performance figures and help managers take corrective actions where appropriate.
                                  What is one reporting option Get Cloudy Consulting should consider?

                                  Answer: C

                                  Explanation:
                                  A Sales KPI Dashboard is one reporting option that Get Cloudy Consulting should consider to understand key relevant performance figures and help managers take corrective actions where appropriate. A Sales KPI Dashboard can display various metrics that indicate the health and effectiveness of the sales team, such as quota attainment, pipeline value, win rate, average deal size, sales cycle length, and more. A Sales KPI Dashboard can also help identify trends, patterns, and areas for improvement.


                                  NEW QUESTION # 227
                                  A company has 12 million records, and a nightly integration queries these records.
                                  Which two areas should a Data Architect investigate during troubleshooting if queries are timing out? (Choose two.)

                                  Answer: A,D

                                  Explanation:
                                  Making sure the query does not contain NULL in any filter criteria can avoid full table scans and leverage indexes more efficiently. Queries with NULL filters are not selective and can cause performance issues.
                                  Creating custom indexes on the fields used in the filter criteria can also enhance the query performance by reducing the number of records to scan.


                                  NEW QUESTION # 228
                                  A large retail B2C customer wants to build a 360 view of its customer for its call center agents. The customer interaction is currently maintained in the following system: 1. Salesforce CRM
                                  2. Custom billing solution
                                  3. Customer Master Data management (MDM)
                                  4. Contract Management system
                                  5. Marketing solution
                                  What should a data architect recommend that would help upgrade uniquely identify customer across multiple systems:

                                  Answer: D


                                  NEW QUESTION # 229
                                  ......

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