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Latest Data Architect Exam Practice Questions

The practice questions for Data Architect exam was last updated on 2025-06-01 .

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Question#1

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 requiredthat 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?

A. Update the Opportunity page layout to mark these fields as required.

B. Use a validation rule for each field that takes the Stage into consideration.

C. Update these Opportunity field definitions in Setup to be required.

D. Write an Apex trigger that checks each field when records are saved.

Question#2

Universal Containers is planning out their archiving and purging plans going forward for their custom objects Topic__c and Comment__c. Several optionsare being considered, including analytics snapshots, offsite storage, scheduled purges, etc.
Which three questions should be considered when designing an appropriate archiving strategy?

A. How many fields are defined on the custom objects that need to be archived?

B. Which profiles and users currently have access to these custom object records?

C. If reporting is necessary, can the information be aggregated into fewer, summary records?

D. Will the data being archived need to be reported on or accessed inany way in the future?

E. Are there any regulatory restrictions that will influence the archiving and purging plans?

Question#3

NTO would like to retrieve their SF orgs meta data programmatically for backup within a various external.
Which API is the best fit for accomplishing thistask?

A. Metadata API

B. Tooling API

C. Bulk API in serial mode

D. SOAP API

Question#4

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#5

Universal Containers (UC) is migrating from an on-premise homegrown customer relationship management (CRM) system- During analysis, UC users highlight a pain point that there are multiple versions of many customers.
What should the data architect do for a successful migration to mitigate the pain point?

A. Hire an intern manually de-duplicate the records after migrating to Salesforce.

B. Migrate the data as is, and use Salesforce's de-duplicating feature.

C. Have the users manually clean the data in the old system prior to migration.

D. Store the data in a staging database, andde-duplicate identical records.

Exam Code: Data ArchitectQ & A: 257 Q&AsUpdated: 2025-06-01

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