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Salesforce Data-Architect Exam Syllabus Topics:

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

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                                  Salesforce Data-Architect Online Tests & New Data-Architect Exam Duration

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                                  Salesforce Certified Data Architect Sample Questions (Q148-Q153):

                                  NEW QUESTION # 148
                                  DreamHouse Realty has 15 million records in the Order_c custom object. When running a bulk query, the query times out.
                                  What should be considered to address this issue?

                                  Answer: D

                                  Explanation:
                                  PK Chunking is a feature of the Bulk API that allows splitting a large query into smaller batches based on the primary key of the object. This can improve the performance and avoid query timeouts when querying large data sets


                                  NEW QUESTION # 149
                                  Which two aspects of data does an Enterprise data governance program aim to improve?

                                  Answer: C,D


                                  NEW QUESTION # 150
                                  Northern Trail Outfitters (NTO) has multiple Salesforce orgs based on regions. Users need read-only access to customers across all Salesforce orgs.
                                  Which feature in Salesforce can be used to provide access to customer records across all NTO orgs?

                                  Answer: D

                                  Explanation:
                                  Salesforce Connect is a feature that allows users to access data from external sources and multiple Salesforce orgs, using either clicks or code. Salesforce Connect can provide read-only access to customer records across all NTO orgs, without replicating or storing the data in Salesforce.


                                  NEW QUESTION # 151
                                  Universal Containers (UC) has several custom Visualforce applications have been developed in which users are able to edit Opportunity records. UC struggles with data completeness on their Opportunity records and has decided to make certain fields required that have not been in the past. The newly required fields are dependent on the Stage of the Opportunity, such that certain fields are only required once an Opportunity advances to later stages. There are two fields. What is the simplest approach to handle this new requirement?

                                  Answer: B

                                  Explanation:
                                  Using a validation rule for each field that takes the Stage into consideration is the simplest approach to handle this new requirement. A validation rule can enforce the field requirements based on the logic and criteria that you define, and display an error message when users try to save a record that does not meet the requirements.
                                  Updating the Opportunity page layout to mark these fields as required will not work because page layouts do not support conditional field requirements. Updating these Opportunity field definitions in Setup to be required will not work because it will apply to all stages and records. Writing an Apex trigger that checks each field when records are saved is not the simplest approach because it requires coding and testing


                                  NEW QUESTION # 152
                                  Universal Containers (UC) needs to move millions of records from an external enterprise resource planning (ERP) system into Salesforce.
                                  What should a data architect recommend to be done while using the Bulk API in serial mode instead of parallel mode?

                                  Answer: C

                                  Explanation:
                                  According to this article, inserting 1 million orders distributed across a variety of accounts with potential lock exceptions is a scenario where using the Bulk API in serial mode can help to prevent the lock contention issue that can occur in parallel mode.


                                  NEW QUESTION # 153
                                  ......

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