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Salesforce Data-Architect Exam With Confidence Using Practice Dumps

Exam Code:
Data-Architect
Exam Name:
Salesforce Certified Data Architect (SP25)
Certification:
Vendor:
Questions:
257
Last Updated:
May 13, 2026
Exam Status:
Stable
Salesforce Data-Architect

Data-Architect: Application Architect Exam 2025 Study Guide Pdf and Test Engine

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Salesforce Certified Data Architect (SP25) Questions and Answers

Question 1

DreamHouse Realty has a Salesforce deployment that manages Sales, Support, and Marketing efforts in a multi-system ERP environment. The company recently reached the limits of native reports and dashboards and needs options for providing more analytical insights.

What are two approaches an Architect should recommend? (Choose two.)

Options:

A.

Weekly Snapshots

B.

Einstein Analytics

C.

Setup Audit Trails

D.

AppExchange Apps

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Question 2

Universal Containers has a custom object with millions of rows of data.

When executing SOQL queries, which three options prevent a query from being selective? (Choose three.)

Options:

A.

Using leading % wildcards.

B.

Using trailing % wildcards.

C.

Performing large loads and deletions.

D.

Using NOT and != operators.

E.

Using a custom index on a deterministic formula field.

Question 3

Northern Trail Outfitters (NTO) has implemented Salesforce for its sales users. The opportunity management in Saiesforce Is implemented as follows:

1. Sales users enter their opportunities in Salesforce for forecasting and reporting purposes.

2. NTO has a product pricing system (PPS) that is used to update the Opportunity Amount field on opportunities on a daily basis.

3. PPS is the trusted source within NTO for Opportunity Amount.

4. NTO uses Opportunity Forecast for its sales planning and management.

Sales users have noticed that their updates to the Opportunity Amount field are overwritten when PPS updates their opportunities.

How should a data architect address this overwriting issue?

Options:

A.

Create a custom field for Opportunity amount that PSS updates separating the field sales user updates.

B.

Change PSS integration to update only Opportunity Amount field when the value is null.

C.

Change Opportunity Amount field access to Read Only for sales users field-level security.

D.

Create a custom field for Opportunity amount that sales users update separating the field that PPS updates.