Data Architect Exam Preparation Material | Salesforce Certified Data Architect

Prepare for the Data Architect with reliable study materials, practice questions, and key exam insights.

Prepare for the Data Architect Salesforce Certified Data Architect exam with CertQueen's independently developed study resources. Review important concepts, practice scenario-based questions, and use clear explanations to identify areas that require further study.

Question#1

To avoid creating duplicate Contacts, a customer frequently uses Data Loader to upsert Contact records into Salesforce.
What common error should the data architect be aware of when using upsert?

A. Errors with duplicate external Id values within the same CSV file.
B. Errors with records being updated and inserted in the same CSV file.
C. Errors when a duplicate Contact name is found cause upsert to fail.
D. Errors with using the wrong external Id will cause the load to fail.

Question#2

Universal Containers (UC) is implementing its new Internet of Things technology, which consists of smart containers that provide information on container temperature and humidity updated every 10 minutes back to UC. There are roughly 10,000 containers equipped with this technology with the number expected to increase to 50,000 across the next five years. It is essential that Salesforce user have access to current and historical temperature and humidity data for each container.
What is the recommended solution?

A. Create new custom fields fortemperature and humidity in the existing Container custom object, as well as an external ID field that is unique for each container. These custom fields are updated when a new measure is received.
B. Create a new Container Reading custom object, which iscreated when a new measure is received for a specific container. The Container Reading custom object has a master-detail relationship to the container object.
C. Create a new Lightning Component that displays last humidity and temperature data for a specific container and can also display historical trends obtaining relevant data from UC’s existing data warehouse.
D. Create a new Container Reading custom object with a master-detail relationship to Container which is created when a new measure is received for a specific container. Implement an archiving process that runs every hour.

Question#3

NTO has 1 million customer records spanning 25 years. As part of its new SF project, NTO would like to create a master data management strategy to help preserve the history and relevance of its customer data.
Which 3activities will be required to identify a successful master data management strategy? Choose 3 answers:

A. Identify data to be replicated
B. Create a data archive strategy
C. Define the systems of record for critical data
D. Install a data warehouse
E. Choose a Business Intelligence tool.

Question#4

Universal Containers (UC) is implementing Salesforce and will be using Salesforceto track customer complaints, provide white papers on products, and provide subscription-based support.
Which license type will UC users need to fulfill UC's requirements?

A. Sales Cloud License
B. Lightning Platform Starter License
C. Service Cloud License
D. Salesforce License

Question#5

Universal Containers would like to remove data silos and connect their legacy CRM together with their ERP and with Salesforce. Most of their sales team has already migrated to Salesforce for daily use, although a few users are still on the old CRM until some functionality they require is completed.
Which two techniques should be used for smooth interoperability now and in the future?

A. Replicate ongoing changes in the legacy CRM to Salesforce to facilitate a smooth transition when the legacy CRM is eventually retired.
B. Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce.
C. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields.
D. Do not connect Salesforce and the legacy CRM to each other during this transition period, but do allow both to interact with the ER

Exam Code: Data Architect
Q & A: 257 Q&As         Updated:  Oct 08,2026

 

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What This Data Architect Study Resource Helps You Do

Review Key Concepts

Review the technologies, products, processes, and practical skills covered by the current Data Architect exam objectives.

Practice Scenario-Based Questions

Work through independently developed questions designed to strengthen your understanding of technical scenarios and decision-making.

Identify Knowledge Gaps

Use your results and the provided explanations to find weaker areas and focus your study more effectively.

How to Use This Data Architect Preparation Material

Review the Exam Scope

Start by reviewing the topics covered by the Data Architect exam. Compare them with the official exam objectives to understand the required technologies, operational tasks, and practical skills, then identify the areas that deserve the most attention.

Practice Independently

Complete a focused set of practice questions for each topic. On your first attempt, avoid referring to notes, answers, or other study resources so that you can evaluate your current understanding more accurately.

Study the Explanations

Review the answers and explanations after completing each practice session. Understand why the correct option is appropriate for the given scenario and why the other options may be incorrect or less suitable.

Close Knowledge Gaps

Keep track of incorrect answers, unfamiliar concepts, and weaker knowledge areas. Review these topics using official documentation and practical experience, then answer the related questions again to reinforce your understanding and monitor your progress.

Independent Data Architect Preparation Resource

CertQueen independently develops its certification study materials for educational purposes. The practice questions are not copied from, recalled from, or presented as live or official exam questions.

CertQueen is not affiliated with, endorsed by, sponsored by, or authorized by any certification provider. Certification names, exam codes, product names, and related trademarks are the property of their respective owners and are referenced only for identification and educational purposes.

Exam Code: Data Architect
Q & A: 257 Q&As
Updated:  Oct 08,2026

 

 Access Complete Data Architect Preparation Material