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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: Jan. 16, 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, and 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 as well different approaches and considerations to design and implement an enterprise data governance program.
  • Topic 5: Large Data Volume considerations: It 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 virtualised 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

Argelia

3 days 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

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

29 days 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.
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Floyd

1 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.
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Lashaunda

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

2 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

2 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.
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Lisha

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

3 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.
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Pearly

3 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.
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Mari

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

4 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

4 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!
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Alease

4 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

5 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

5 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

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

6 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.
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Carey

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

7 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

7 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

7 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

7 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

8 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

8 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

9 months 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.
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adam zampa

10 months 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 Jan. 16, 2025 (see below)

Question #1

Northern Trail Outfitters needs to implement an archive solution for Salesforce dat

a. This archive solution needs to help NTO do the following:

1. Remove outdated Information not required on a day-to-day basis.

2. Improve Salesforce performance.

Which solution should be used to meet these requirements?

Reveal Solution Hide Solution
Correct Answer: A

Identifying a location to store archived data and using scheduled batch jobs to migrate and purge the aged data on a nightly basis can be a way to meet the requirements for an archive solution. The article provides a use case of how to use Heroku Connect, Postgres, and Salesforce Connect to archive old data, free up space in the org, and still retain the option to unarchive the data if needed. The article also explains how this solution can improve Salesforce performance and meet data retention policies.


Question #2

A national nonprofit organization is using Salesforce to recruit members. The recruitment process requires a member to be matched with a volunteer opportunity. Given the following:

1. A record is created in Project__ c and used to track the project through completion.

2. The member may then start volunteering and is required to track their volunteer hours, which is stored in VTOTime_c object related to the project.

3. Ability to view or edit the VTOTime__c object needs to be the same as the Project__ c

record.

4. Managers must see total hours volunteered while viewing the Project__ c record.

Which data relationship should the data architect use to support this requirement when creating the custom VTOTime__c object?

Reveal Solution Hide Solution
Correct Answer: C

A master-detail field on VTOTime__c to Project__c is the data relationship that the data architect should use to support the requirement when creating the custom VTOTime__c object. A master-detail relationship creates a parent-child relationship between two objects, where the master record controls certain behaviors of the detail record, such as security, ownership, deletion, and roll-up summary fields. By using a master-detail field on VTOTime__c to Project__c, you can ensure that the ability to view or edit the VTOTime__c object is the same as the Project__c record, and that managers can see the total hours volunteered while viewing the Project__c record using a roll-up summary field.


Question #3

Northern Trail Outfitters needs to implement an archive solution for Salesforce dat

a. This archive solution needs to help NTO do the following:

1. Remove outdated Information not required on a day-to-day basis.

2. Improve Salesforce performance.

Which solution should be used to meet these requirements?

Reveal Solution Hide Solution
Correct Answer: A

Identifying a location to store archived data and using scheduled batch jobs to migrate and purge the aged data on a nightly basis can be a way to meet the requirements for an archive solution. The article provides a use case of how to use Heroku Connect, Postgres, and Salesforce Connect to archive old data, free up space in the org, and still retain the option to unarchive the data if needed. The article also explains how this solution can improve Salesforce performance and meet data retention policies.


Question #4

Universal Containers has been a customer of Salesforce for 10 years. Currently they have 2 million accounts in the system. Due to an erroneous integration built 3 years ago, it is estimated there are 500,000 duplicates in the system.

Which solution should a data architect recommend to remediate the duplication issue?

Reveal Solution Hide Solution
Correct Answer: D

Implementing duplicate rules (option D) is the best solution to remediate the duplication issue, as it allows the data architect to identify and merge duplicate accounts in Salesforce using native features and tools. Developing an ETL process that utilizes the merge API to merge the duplicate records (option A) is not a good solution, as it may require more coding and testing effort, and it does not prevent duplicates from being created in Salesforce. Utilizing a data warehouse as the system of truth (option B) is also not a good solution, as it may introduce additional complexity and cost, and it does not address the duplication issue in Salesforce. Extracting the data using data loader and using excel to merge the duplicate records (option C) is also not a good solution, as it may be time-consuming and error-prone, and it does not prevent duplicates from being created in Salesforce.


Question #5

Which API should a data architect use if exporting 1million records from Salesforce?

Reveal Solution Hide Solution
Correct Answer: A

Using Bulk API to export 1 million records from Salesforce is the best option. Bulk API is a RESTful API that allows you to perform asynchronous operations on large sets of data. You can use Bulk API to create, update, delete, or query millions of records in batches. Bulk API is optimized for performance and scalability, and it can handle complex data loading scenarios.



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