Exam Details

  • Exam Code
    :DATA-ARCHITECT
  • Exam Name
    :Salesforce Certified Data Architect
  • Certification
    :Salesforce Certifications
  • Vendor
    :Salesforce
  • Total Questions
    :257 Q&As
  • Last Updated
    :Mar 26, 2025

Salesforce Salesforce Certifications DATA-ARCHITECT Questions & Answers

  • Question 61:

    UC is trying to switch from legacy CRM to salesforce and wants to keep legacy CRM and salesforce in place till all the functionality is deployed in salesforce. The want to keep data in synch b/w Salesforce, legacy CRM and SAP.

    What is the recommendation? Choose 2 answers

    A. Integrate legacy CRM to salesforce and keep data in synch till new functionality is in place

    B. Do not integrate legacy CRM to Salesforce, but integrate salesforce to SAP

    C. Integrate SAP with Salesforce, SAP to legacy CRM but not legacy CRM to Salesforce

    D. Suggest MDM solution and link MDM to salesforce and SAP

  • Question 62:

    Two million Opportunities need to be loaded in different batches into Salesforce using the Bulk API in parallel mode.

    What should an Architect consider when loading the Opportunity records?

    A. Use the Name field values to sort batches.

    B. Order batches by Auto-number field.

    C. Create indexes on Opportunity object text fields.

    D. Group batches by the AccountId field.

  • Question 63:

    UC has migrated its Back-office data into an on-premise database with REST API access. UC recently implemented Sales cloud for its sales organization. But users are complaining about a lack of order data inside SF.

    UC is concerned about SF storage limits but would still like Sales cloud to have access to the data.

    Which design patterns should a data architect select to satisfy the requirement?

    A. Migrate and persist the data in SF to take advantage of native functionality.

    B. Use SF Connect to virtualize the data in SF and avoid storage limits.

    C. Develop a bidirectional integration between the on-premise system and Salesforce.

    D. Build a UI for the on-premise system and iframe it in Salesforce

  • Question 64:

    Salesforce is being deployed in Ursa Major Solar's disparate, multi-system ERP environment. Ursa major Solar wants to maintain data synchronization between systems.

    Which two techniques should be used to achieve this goal? (Choose two.)

    A. Integrate Salesforce with the ERP environment.

    B. Utilize workbench to update files within systems.

    C. Utilize an MDM strategy to outline a single source of truth.

    D. Build synchronization reports and dashboards.

  • Question 65:

    Universal Containers (UC) has implemented Salesforce, UC is running out of storage and needs to have an archiving solution, UC would like to maintain two years of data in Saleforce and archive older data out of Salesforce.

    Which solution should a data architect recommend as an archiving solution?

    A. Use a third-party backup solution to backup all data off platform.

    B. Build a batch join move all records off platform, and delete all records from Salesforce.

    C. Build a batch join to move two-year-old records off platform, and delete records from Salesforce.

    D. Build a batch job to move all restore off platform, and delete old records from Salesforce.

  • Question 66:

    Universal Containers wants to implement a data -quality process to monitor the data that users are manually entering into the system through the Salesforce UI. Which approach should the architect recommend?

    A. Allow users to import their data using the Salesforce Import tools.

    B. Utilize a 3rd -party solution from the AppExchange for data uploads.

    C. Utilize an app from the AppExchange to create data -quality dashboards.

    D. Use Apex to validate the format of phone numbers and postal codes.

  • Question 67:

    Universal Containers has successfully migrated 50 million records into five different objects multiple times in a full copy sandbox. The Integration Engineer wants to re-run the test again a month before it goes live into Production. What is the recommended approach to re-run the test?

    A. Truncate all 5 objects quickly and re-run the data migration test.

    B. Refresh the full copy sandbox and re-run the data migration test.

    C. Hard delete all 5 objects' data and re-run the data migration test.

    D. Truncate all 5 objects and hard delete before running the migration test.

  • Question 68:

    Universal Containers (UC) is implementing a Salesforce project with large volumes of data and daily transactions. The solution includes both real-time web service integrations and Visualforce mash -ups with back -end systems. The Salesforce Full sandbox used by the project integrates with full-scale back -end testing systems. What two types of performance testing are appropriate for this project?

    Choose 2 answers

    A. Pre -go -live automated page -load testing against the Salesforce Full sandbox.

    B. Post go -live automated page -load testing against the Salesforce Production org.

    C. Pre -go -live unit testing in the Salesforce Full sandbox.

    D. Stress testing against the web services hosted by the integration middleware.

  • Question 69:

    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?

    A. Store the master key in Heroku postgres and use Heroku connect for synchronization.

    B. Create a custom object to store the master key with a lookup field to contact.

    C. Create an external object to store the master key with a lookup field to contact.

    D. Store the master key on the contact object as an external ID (Field for referential imports)

  • Question 70:

    All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:

    An ERP system feeds order data into Salesforce and updates both Account and Opportunity records.

    An accounting system feeds invoice data into Salesforce and updates both Account and Opportunity records.

    A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.

    How should the architect determine which of these systems is the system of record?

    A. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.

    B. Whatever system updates the attribute or object should be the system of record for that field or object.

    C. Whatever integration data flow runs last will, by default, determine which system is the system of record.

    D. Data flows should be reviewed with the business users to determine the system of record per object or field.

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