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Salesforce Data Architect Exam Questions

Exam Name: Salesforce Certified Data Architect
Exam Code: Data Architect
Related Certification(s):
  • Salesforce Architect Certifications
  • Salesforce Data Architect Certifications
Certification Provider: Salesforce
Actual Exam Duration: 105 Minutes
Number of Data Architect practice questions in our database: 257 (updated: Apr. 25, 2025)
Expected Data Architect Exam Topics, as suggested by Salesforce :
  • Topic 1: Data modeling/Database Design: This topic covers various techniques and considerations for designing a data model for the Customer 360 platform. It also focuses on approaches to designing a scalable data model that obeys the current security and sharing model. The topic also compares and contrasts techniques for capturing and managing business and technical metadata, as well as the reasons for implementing Big Objects vs Standard/Custom objects and approaches to avoid data skew.
  • Topic 2: Master Data Management: This topic covers the various techniques, approaches, and considerations to implement Master Data Management Solutions, as well as techniques for establishing a "golden record" or "system of truth" for the customer domain. It also discusses approaches and techniques for consolidating data attributes and maintaining customer reference and metadata.
  • Topic 3: Salesforce Data Management: This topic covers the appropriate combination of Salesforce license types, techniques to ensure data is persisted in a consistent manner, and approaches to represent a single view of the customer on the Salesforce platform. It also covers techniques to effectively consolidate and leverage data from multiple Salesforce instances.
  • Topic 4: Data Governance: This topic covers the approach for designing a GDPR-compliant data model, including identifying, classifying, and protecting personal and sensitive information. It also delves into different approaches and considerations for designing and implementing an enterprise data governance program.
  • Topic 5: Large Data Volume Considerations: This covers the design of a data model that scales considering large data volume and solution performance, a data archiving and purging plan, and the use of virtualized data options.
  • Topic 6: Data Migration: This topic covers suitable techniques and methods to make sure high data quality at load time, different strategies to improve performance when migrating large data volumes into Salesforce, and various techniques and considerations to export data from Salesforce.
Disscuss Salesforce Data Architect Topics, Questions or Ask Anything Related
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Jovita

2 days ago
Just aced the Data Architect exam! Pass4Success's materials were spot-on for efficient preparation.
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Kerry

1 months ago
New Salesforce Data Architect here! Pass4Success's exam prep was key to my quick success.
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Cherry

2 months ago
Success! Salesforce Data Architect exam conquered. Grateful for Pass4Success's accurate practice questions.
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Ilda

3 months ago
Finally certified as a Salesforce Data Architect! Pass4Success made my short preparation time count.
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Argelia

3 months ago
I passed the Salesforce Certified Data Architect exam, and the Pass4Success practice questions were extremely helpful. One question that I found challenging was related to Data Modeling/Database Design. It asked about the differences between logical and physical data models, and I wasn't entirely sure, but I passed.
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Vanesa

4 months ago
Passed the Salesforce Data Architect exam on my first try! Pass4Success's questions were incredibly helpful.
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Buck

4 months ago
Excited to share that I passed the Salesforce Certified Data Architect exam. The Pass4Success practice questions were very useful. There was a tricky question on Data Governance, asking about the key principles of data stewardship. I wasn't sure of my answer, but I managed to pass.
upvoted 0 times
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Floyd

5 months ago
I successfully passed the Salesforce Certified Data Architect exam, and the Pass4Success practice questions were a big help. One question that I found difficult was about Master Data Management. It asked how to manage data quality across different systems, and I had to guess, but I still passed.
upvoted 0 times
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Lashaunda

5 months ago
Data Architect certification achieved! Couldn't have done it without Pass4Success's relevant practice materials.
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Allene

5 months ago
Thrilled to announce that I passed the Salesforce Certified Data Architect exam. The Pass4Success practice questions were invaluable. There was a tough question on Data Migration, specifically about the best tools for migrating data to Salesforce. I wasn't sure of the best answer, but I still passed.
upvoted 0 times
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Carri

6 months ago
I just passed the Salesforce Certified Data Architect exam, and the Pass4Success practice questions were a great help. One question that caught me off guard was about Large Data Volume considerations. It asked how to handle performance issues with large datasets, and I wasn't entirely confident, but I passed nonetheless.
upvoted 0 times
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Lisha

6 months ago
Excited to share that I'm now a Certified Salesforce Data Architect! Pass4Success's exam prep was a lifesaver.
upvoted 0 times
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Quentin

6 months ago
Happy to share that I passed the Salesforce Certified Data Architect exam. The Pass4Success practice questions were spot on. There was a challenging question about Salesforce Data Management, asking how to optimize data storage in Salesforce. I wasn't sure of the exact method, but I made it through.
upvoted 0 times
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Pearly

7 months ago
I passed the Salesforce Certified Data Architect exam, thanks to the practice questions from Pass4Success. One question that puzzled me was related to Data Modeling/Database Design. It asked about the best practices for normalizing a database schema, and I had to guess, but I still succeeded.
upvoted 0 times
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Mari

7 months ago
Whew! That Data Architect exam was tough, but I made it through. Pass4Success really helped me prepare quickly.
upvoted 0 times
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Bettina

7 months ago
Just cleared the Salesforce Certified Data Architect exam! The Pass4Success practice questions were a lifesaver. There was a tricky question on Data Governance, specifically about the roles and responsibilities in a data governance framework. I wasn't confident in my answer, but it didn't stop me from passing.
upvoted 0 times
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Elenora

8 months ago
Finally, remember that Pass4Success really helped me prepare efficiently. Their practice questions were spot-on and saved me a lot of study time!
upvoted 0 times
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Alease

8 months ago
I recently passed the Salesforce Certified Data Architect exam, and I must say, the Pass4Success practice questions were incredibly helpful. One question that stumped me was about the key components of Master Data Management (MDM). It asked how to ensure data consistency across multiple systems, and I wasn't entirely sure of the best approach, but I still managed to pass.
upvoted 0 times
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Brittni

8 months ago
Just passed the Salesforce Certified Data Architect exam! Thanks to Pass4Success for the spot-on practice questions.
upvoted 0 times
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Katheryn

8 months ago
Passing the Salesforce Certified Data Architect exam was a great accomplishment for me, and I couldn't have done it without the help of Pass4Success practice questions. One question that I found challenging was related to data modeling and designing a scalable data model that obeys the current security and sharing model. It really tested my understanding of the topic, but I was able to answer it correctly and pass the exam.
upvoted 0 times
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Mabel

9 months ago
Thanks to Pass4Success, I cleared the Data Architect cert with flying colors. Their practice tests were invaluable!
upvoted 0 times
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Luz

9 months ago
My experience taking the Salesforce Certified Data Architect exam was intense, but I was able to pass thanks to the practice questions provided by Pass4Success. One question that I remember from the exam was about Master Data Management and establishing a 'golden record' for the customer domain. It was a tricky question, but I was able to make an educated guess and still pass the exam.
upvoted 0 times
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Carey

10 months ago
Pass4Success's exam materials were a lifesaver. Aced the Data Architect cert in record time. Couldn't be happier!
upvoted 0 times
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Argelia

10 months ago
Finally, the exam covered data quality and validation rules. Be prepared to design solutions for maintaining data integrity across the org. Pass4Success's practice exams were spot-on and helped me pass on my first attempt. Highly recommended!
upvoted 0 times
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Chauncey

10 months ago
Passed the Salesforce Data Architect exam on my first try! Pass4Success's prep materials were crucial for my quick success.
upvoted 0 times
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Josephine

10 months ago
I recently passed the Salesforce Certified Data Architect exam with the help of Pass4Success practice questions. The exam was challenging, but the practice questions really helped me prepare. One question that stood out to me was related to data modeling and database design, specifically about the reasons for implementing Big Objects vs Standard/Custom objects. I wasn't completely sure of the answer, but I managed to pass the exam.
upvoted 0 times
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Wilda

11 months ago
Data Architect certification achieved! Pass4Success's questions were incredibly similar to the actual exam. Highly recommend!
upvoted 0 times
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Ricarda

11 months ago
Just passed the Salesforce Certified Data Architect exam! Thanks Pass4Success for the spot-on practice questions. Saved me weeks of prep time!
upvoted 0 times
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Hildegarde

11 months ago
The exam also tested knowledge of data governance and compliance. Be ready for questions about data retention policies, audit trails, and regulatory requirements. Thanks to Pass4Success for their comprehensive exam materials, I felt well-prepared for these topics.
upvoted 0 times
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Abel

1 years ago
The exam also covered data integration strategies. Be prepared for scenarios involving external data sources and API integrations. Understand ETL processes and tools like Data Loader. Pass4Success provided relevant practice questions that really helped me prepare quickly.
upvoted 0 times
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adam zampa

1 years ago
I believe the correct answer to question number 2 of the data-architect exam is Option A: Bulk API. According to my understanding, Bulk API is designed specifically to handle large data volumes efficiently. However, I would appreciate confirmation if Option A is indeed the correct choice for exporting such a large dataset.
upvoted 1 times
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Free Salesforce Data Architect Exam Actual Questions

Note: Premium Questions for Data Architect were last updated On Apr. 25, 2025 (see below)

Question #1

UC is migrating data from legacy system to SF. UC would like to preserve the following information on records being migrated:

Date time stamps for created date and last modified date.

Ownership of records belonging to inactive users being migrated to Salesforce.

Which 2 solutions should a data architect recommends to preserve the date timestamps and ownership on records? Choose 2 answers.

Reveal Solution Hide Solution
Correct Answer: B, C

The two solutions that a data architect should recommend to preserve the date timestamps and ownership on records being migrated are:

Enable update records with Inactive Owners Permission: This permission allows users to update record owner and sharing-based records with inactive owners.This can help preserve the original ownership of records that belong to users who are no longer active in Salesforce8.

Enable Set Audit fields upon Record Creation Permission: This permission allows users to set audit fields (such as Created By or Last Modified By) when they create a record via API importing tools like Data Loader.This can help preserve the original date timestamps of records that were created or modified in another system9.

Log a case with SF to update these fields is not a good solution because it is not necessary or feasible to ask Salesforce support to update these fields manually or programmatically.Enable modify all and view all permission is not a good solution because it does not affect the ability to preserve the date timestamps and ownership on records, but rather grants users access to all records regardless of sharing settings


Question #2

Cloud Kicks needs to purge detailed transactional records from Salesforce. The data should be aggregated at a summary level and available in Salesforce.

What are two automated approaches to fulfill this goal? (Choose two.)

Reveal Solution Hide Solution
Correct Answer: A, B

Both A and B are automated approaches to purge detailed transactional records from Salesforce and aggregate them at a summary level1. You can use a third-party integration tool (ETL) or schedulable batch Apex to perform these tasks. Option C is not correct because a third-party business intelligence system does not purge data from Salesforce, but only analyzes it. Option D is not correct because Apex triggers are not automated, but execute when a record is inserted, updated, deleted, or undeleted.


Question #3

UC is preparing to implement sales cloud and would like to its users to have read only access to an account record if they have access to its child opportunity record. How would a data architect implement this sharing requirement between objects?

Reveal Solution Hide Solution
Correct Answer: B

Implicit sharing will automatically handle this sharing requirement with standard functionality, as it grants read-only access to parent accounts when users have access to child opportunities.This is also known as account-opportunity sharing3. Creating a criteria-based sharing rule (option A) or an owner-based sharing rule (option D) is not necessary, as they are used to grant additional access based on record criteria or ownership. Adding appropriate users to the account team (option C) is also not required, as it is used to grant access to specific users or groups for individual accounts.


Question #4

Universal Containers (UC) is implementing Salesforce Sales Cloud and Service Cloud. As part of their implementation, they are planning to create a new custom object (Shipments), which will have a lookup relationship to Opportunities. When creating shipment records, Salesforce users need to manually input a customer reference, which is provided by customers, and will be stored in the Customer_Reference__c text custom field. Support agents will likely use this customer reference to search for Shipment records when resolving shipping issues. UC is expecting to have around 5 million shipment records created per year. What is the recommended solution to ensure that support agents using global search and reports can quickly find shipment records?

Reveal Solution Hide Solution
Correct Answer: D

Setting Customer-Reference_c as an External ID (unique) is the recommended solution to ensure that support agents using global search and reports can quickly find shipment records.This is because external ID fields are indexed and can be used as filters in reports and list views4. Making the field unique also ensures that there are no duplicate values that could confuse the search results.


Question #5

Northern Trail Outfitters (NTO) wants to implement backup and restore for Salesforce data, Currently, it has data backup processes that runs weekly, which back up all Salesforce data to an enterprise data warehouse (EDW). NTO wants to move to daily backups and provide restore capability to avoid any data loss in case of outage.

What should a data architect recommend for a daily backup and restore solution?

Reveal Solution Hide Solution
Correct Answer: A

The data architect should recommend using AppExchange package for backup and restore. AppExchange is a marketplace for Salesforce apps and solutions that can be installed and configured in Salesforce orgs. There are several AppExchange packages that provide backup and restore functionality for Salesforce data, such as OwnBackup, Odaseva, or Spanning. These packages can perform daily backups of Salesforce data to a secure cloud storage, and provide restore capability to avoid any data loss in case of outage. Option B is incorrect because using ETL (Extract, Transform, Load) for backup and restore from EDW (Enterprise Data Warehouse) will require additional development effort and may not be reliable or secure. Option C is incorrect because using Bulk API to extract data on daily basis to EDW and REST API for restore will require additional integration effort and may not be scalable or performant. Option D is incorrect because changing weekly backup process to daily backup, and implementing a custom restore solution will require additional configuration effort and may not be robust or compliant.


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