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Data-Architect Exam Dumps - Salesforce Data-Architect Questions and Answers

Question # 44

Universal Containers (UC) has multi -level account hierarchies that represent departments within their major Accounts. Users are creating duplicate Contacts across multiple departments. UC wants to clean the data so as to have a single Contact across departments. What two solutions should UC implement to cleanse their data? Choose 2 answers

Options:

A.

Make use of a third -party tool to help merge duplicate Contacts across Accounts.

B.

Use Data.com to standardize Contact address information to help identify duplicates.

C.

Use Workflow rules to standardize Contact information to identify and prevent duplicates.

D.

Make use of the Merge Contacts feature of Salesforce to merge duplicates for an Account.

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Question # 45

DreamHouse Realty has 15 million records in the Order_c custom object. When running a bulk query, the query times out.

What should be considered to address this issue?

Options:

A.

Tooling API

B.

PK Chunking

C.

Metadata API

D.

Streaming API

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Question # 46

DreamHouse Realty has a Salesforce org that is used to manage Contacts.

What are two things an Architect should consider using to maintain data quality in this situation? (Choose two.)

Options:

A.

Use the private sharing model.

B.

Use Salesforce duplicate management.

C.

Use validation rules on new record create and edit.

D.

Use workflow to delete duplicate records.

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Question # 47

Salesforce is being deployed in Ursa Major Solar's disparate, multi-system ERP environment. Ursa major Solar wants to maintain data synchronization between systems.

Which two techniques should be used to achieve this goal? (Choose two.)

Options:

A.

Integrate Salesforce with the ERP environment.

B.

Utilize workbench to update files within systems.

C.

Utilize an MDM strategy to outline a single source of truth.

D.

Build synchronization reports and dashboards.

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Question # 48

An Architect needs information about who is creating, changing, or deleting certain fields within the past four months.

How can the Architect access this information?

Options:

A.

Create a field history report for the fields in question.

B.

After exporting the setup audit trail, find the fields in question.

C.

After exporting the metadata, search it for the fields in question.

D.

Remove "customize application" permissions from everyone else.

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Question # 49

Universal Containers (UC) has a very large and complex Salesforce org with hundreds of validation rules and triggers. The triggers are responsible for system updates and data manipulation as records are created or updates by users. A majority of the automation tool within UC’’ org were not designed to run during a data load. UC is importing 100,000 records into Salesforce across several objects over the weekend.

What should a data architect do to mitigate any unwanted results during the import?

Options:

A.

Ensure validation rules, triggers and other automation tools are disabled.

B.

Ensure duplication and matching rules and defined.

C.

Import the data in smaller batches over a 24-hour period.

D.

Bulkily the trigger to handle import leads.

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Question # 50

Universal Containers (UC) is implementing a Salesforce project with large volumes of data and daily transactions. The solution includes both real-time web service integrations and Visualforce mash -ups with back -end systems. The Salesforce Full sandbox used by the project integrates with full-scale back -end testing systems. What two types of performance testing are appropriate for this project? 

Choose 2 answers

Options:

A.

Pre -go -live automated page -load testing against the Salesforce Full sandbox.

B.

Post go -live automated page -load testing against the Salesforce Production org.

C.

Pre -go -live unit testing in the Salesforce Full sandbox.

D.

Stress testing against the web services hosted by the integration middleware.

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Question # 51

Universal Containers (UC) has users complaining about reports timing out or simply taking too long to run What two actions should the data architect recommend to improve the reporting experience? Choose 2 answers

Options:

A.

Index key fields used in report criteria.

B.

Enable Divisions for large data objects.

C.

Create one skinny table per report.

D.

Share each report with fewer users.

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Question # 52

UC is planning a massive SF implementation with large volumes of data. As part of the org’s implementation, several roles, territories, groups, and sharing rules have been configured. The data architect has been tasked with loading all of the required data, including user data, in a timely manner.

What should a data architect do to minimize data load times due to system calculations?

Options:

A.

Enable defer sharing calculations, and suspend sharing rule calculations

B.

Load the data through data loader, and turn on parallel processing.

C.

Leverage the Bulk API and concurrent processing with multiple batches

D.

Enable granular locking to avoid “UNABLE _TO_LOCK_ROW” error.

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Question # 53

NTO (Northern Trail Outlets) has a complex Salesforce org which has been developed over past 5 years. Internal users are complaining abt multiple data issues, including incomplete and duplicate data in the org. NTO has decided to engage a data architect to analyze and define data quality standards.

Which 3 key factors should a data architect consider while defining data quality standards? Choose 3 answers:

Options:

A.

Define data duplication standards and rules

B.

Define key fields in staging database for data cleansing

C.

Measure data timeliness and consistency

D.

Finalize an extract transform load (ETL) tool for data migration

E.

Measure data completeness and accuracy

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Exam Code: Data-Architect
Exam Name: Salesforce Certified Data Architect (SP25)
Last Update: Jul 5, 2025
Questions: 257
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