Free PDF Quiz 2026 Salesforce Data-Architect: The Best Salesforce Certified Data Architect Updated Dumps

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Salesforce Data-Architect Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Integration- Integration patterns
  • 1. API-based integration strategies
    • 2. ETL vs real-time integration
      - Salesforce integration tools
      • 1. MuleSoft and REST/SOAP APIs
        • 2. Platform events and change data capture
          Topic 2: Large Data Volume and Performance- Scalability considerations
          • 1. Indexing and query optimization
            • 2. Bulk data processing strategies
              Topic 3: Data Governance and Management- Data quality management
              • 1. Deduplication strategies
                • 2. Data validation rules
                  - Security and compliance
                  • 1. Data access controls
                    • 2. Regulatory compliance considerations
                      Topic 4: 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 5: Master Data Management (MDM)- MDM architecture
                              • 1. Golden record design
                                • 2. Data synchronization approaches

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                                  Salesforce Certified Data Architect Sample Questions (Q142-Q147):

                                  NEW QUESTION # 142
                                  Ursa Major Solar has defined a new Data Quality Plan for their Salesforce data.
                                  Which two approaches should an Architect recommend to enforce the plan throughout the organization? (Choose two.)

                                  Answer: A,B


                                  NEW QUESTION # 143
                                  NTO has a loyalty program to reward repeat customers. The following conditions exists:
                                  1. Reward levels are earned based on the amount spent during the previous 12 months.
                                  2. The program will track every item a customer has bought and grant them points for discount.
                                  3. The program generates 100 million records each month.
                                  NTO customer support would like to see a summary of a customer's recent transaction and reward level(s) they have attained.
                                  Which solution should the data architect use to provide the information within the salesforce for the customer support agents?

                                  Answer: D

                                  Explanation:
                                  According to the Get Started with Big Objects unit on Trailhead, one of the use cases for custom big objects is to store and manage loyalty program data for customers. The unit states that "From loyalty programs to transactions, order, and billing information, use a custom big object to keep track of every detail." Therefore, a custom big object can be used to capture the reward program data and display it on the contact record. Additionally, according to the Big Objects Implementation Guide, big objects can handle massive amounts of data (up to billions of records) and can be updated nightly from external systems using Bulk API or batch Apex. Therefore, a custom big object can meet the requirements of NTO's loyalty program scenario.


                                  NEW QUESTION # 144
                                  Universal Containers (UC) needs to run monthly and yearly reports on opportunities and orders for sales reporting. There are 5 million opportunities and 10 million orders. Sales users are complaining that the report will regularly timeout.
                                  What is the fastest and most effective way for a data architect to solve the time-out issue?

                                  Answer: A

                                  Explanation:
                                  Creating an aggregate custom object that summarizes the monthly and yearly values into the required format for the required reports (option D) is the fastest and most effective way for a data architect to solve the time-out issue, as it reduces the amount of data that needs to be queried and processed by the reports. Creating custom fields on opportunity and copying data from order into those custom fields (option A) is not a good solution, as it may create data redundancy and inconsistency, and it does not address the large volume of data. Extracting opportunity and order data from Salesforce and using a third-party reporting tool (option B) is also not a good solution, as it may introduce additional complexity and cost, and it does not leverage the native reporting features of Salesforce. Creating a skinny table in Salesforce and copying order and opportunity fields into it (option C) is also not a good solution, as it may not support all the reporting requirements, and it does not reduce the number of records.


                                  NEW QUESTION # 145
                                  Universal Containers has two systems. Salesforce and an on -premise ERP system. An architect has been tasked with copying Opportunity records to the ERP once they reach a Closed/Won Stage. The Opportunity record in the ERP system will be read-only for all fields copied in from Salesforce. What is the optimal real-time approach that achieves this solution?

                                  Answer: C

                                  Explanation:
                                  Implementing a workflow rule that sends Opportunity data through Outbound Messaging is the optimal real-time approach that achieves the solution of copying Opportunity records to the ERP once they reach a Closed/Won Stage. A workflow rule can trigger an Outbound Message when an Opportunity record meets certain criteria, such as having a Closed/Won Stage. An Outbound Message can send data from Salesforce to an external system via SOAP API, without requiring any code. The external system can then process the data and create a read-only record in the ERP system. The other options are not optimal or real-time, as they would either require additional systems or tools, not provide real-time data synchronization, or not meet the frequency requirement


                                  NEW QUESTION # 146
                                  During the implementation of Salesforce, a customer has the following requirements for Sales Orders:
                                  1. Sales Order information needs to be shown to users in Salesforce.
                                  2. Sales Orders are maintained in the on-premises enterprise resource planning (ERP).
                                  3. Sales Order information has more than 150 million records.
                                  4. Sales Orders will not be updated in Salesforce.
                                  What should a data architect recommend for maintaining Sales Orders in salesforce?

                                  Answer: B

                                  Explanation:
                                  Using external objects to maintain Sales Order in Salesforce is the best recommendation for maintaining Sales Orders in Salesforce, as it allows users to access large volumes of data stored outside Salesforce without copying or synchronizing it. Using custom objects, custom big objects, or standard order object may not be feasible or optimal for storing more than 150 million records that will not be updated in Salesforce.


                                  NEW QUESTION # 147
                                  ......

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