2026 Fantastic Data-Architect: Exam Sample Salesforce Certified Data Architect Questions

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Salesforce Data-Architect Exam Syllabus Topics:

Section	Objectives
Large Data Volume and Performance	- Scalability considerations 1. Bulk data processing strategies 2. Indexing and query optimization
Data Governance and Management	- Data quality management 1. Data validation rules 2. Deduplication strategies - Security and compliance 1. Data access controls 2. Regulatory compliance considerations
Data Integration	- Integration patterns 1. ETL vs real-time integration 2. API-based integration strategies - Salesforce integration tools 1. MuleSoft and REST/SOAP APIs 2. Platform events and change data capture
Master Data Management (MDM)	- MDM architecture 1. Golden record design 2. Data synchronization approaches
Data Modeling and Database Design	- Data modeling concepts 1. Relational vs. non-relational data design 2. Normalization and denormalization strategies - Salesforce data model design 1. Schema design for scalability 2. Standard and custom objects usage

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Quiz 2026 Salesforce First-grade Data-Architect: Exam Sample Salesforce Certified Data Architect Questions

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Salesforce Certified Data Architect Sample Questions (Q198-Q203):

NEW QUESTION # 198
Universal Containers wishes to maintain Lead data from Leads even after they are deleted and cleared from the Recycle Bin. What approach should be implemented to achieve this solution?

A. Query Salesforce with the queryAll API method or using the ALL ROWS SOQL keywords.
B. Use a Lead standard report and filter on the IsDeleted standard field.
C. Use a Converted Lead report to display data on Leads that have been deleted.
D. Send data to a Data Warehouse and mark Leads as deleted in that system.

Answer: A

Explanation:
According to the exam guide, one of the objectives is to "describe how to use queryAll() or ALL ROWS keywords to access deleted records in Apex and SOQL"1. This implies that option C is the correct way to access deleted records in Salesforce. Option D is not correct because sending data to a data warehouse does not maintain the data in Salesforce. Options A and B are not correct because they do not apply to deleted records2.

NEW QUESTION # 199
A customer is operating in a highly reputated industry and is planning to implement SF. The customer information maintained in SF, includes the following:
Personally, identifiable information (PII)
IP restrictions on profiles organized by Geographic location
Financial records that need to be private and accessible only by the assigned Sales associate.
User should not be allowed to export information from Salesforce.
Enterprise security has mandate access to be restricted to users within a specific geography and detail monitoring of user activity. Which 3 Salesforce shield capabilities should a data architect recommend? Choose 3 answers:

A. Restrict access to SF from users outside specific geography
B. Transaction security policies to prevent export of SF Data.
C. Prevent Sales users access to customer PII information
D. Event monitoring to monitor all user activities
E. Encrypt Sensitive Customer information maintained in SF.

Answer: A,B,E

NEW QUESTION # 200
Universal Containers (UC) has a complex system landscape and is implementing a data governance program for the first time Which two first steps would be appropriate for UC to initiate an assessment of data architecture? Choose 2 answers

A. Engage with executive sponsorship to assess enterprise data strategy and goals.
B. Engage with database administrators to assess current database performance metrics.
C. Engage with IT program managers to assess current velocity of projects in the pipeline.
D. Engage with business units and IT to assess current operational systems and data models.

Answer: A,D

NEW QUESTION # 201
Universal Container (UC) has accumulated data over years and has never deleted data from its Salesforce org. UC is now exceeding the storage allocations in the org. UC is now looking for option to delete unused from the org.
Which three recommendations should a data architect make is order to reduce the number of records from the org?
Choose 3 answers

A. Use hard delete in Bulk API to permanently delete records from Salesforce.
B. Identify records in objects that have not been modified or used In last 3 years.
C. Archive the records in enterprise data warehouse (EDW) before deleting from Salesforce.
D. Use hard delete in batch Apex to permanently delete records from Salesforce.
E. Use Rest API to permanently delete records from the Salesforce org.

Answer: A,B,C

NEW QUESTION # 202
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. Do not connect Salesforce and the legacy CRM to each other during this transition period, but do allow both to interact with the ERP.
B. Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce.
C. Replicate ongoing changes in the legacy CRM to Salesforce to facilitate a smooth transition when the legacy CRM is eventually retired.
D. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields.

Answer: B,D

Explanation:
Specify the legacy CRM as the system of record during transition until it is removed from operation and fully replaced by Salesforce. This is a good technique to ensure data consistency and avoid conflicts between the two systems. Work with stakeholders to establish a Master Data Management plan for the system of record for specific objects, records, and fields. This is another good technique to define the data governance and stewardship policies and processes for managing data quality and integrity across multiple systems

NEW QUESTION # 203
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