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Data-Architect Exam Dumps and Practice Questions

Preview page 1 of 51 with real questions 1 to 5 from the full 257-question Salesforce set.

Salesforce Data-Architect Dumps - Pass Salesforce Certified Platform Data Architect Exam in 2026

The Salesforce Data-Architect exam is part of the Salesforce Architect,Data Architect certification path and validates your ability to design and manage data solutions on the Salesforce platform. It is intended for professionals who work with data architecture, governance, migration, and large-scale data design. Earning the Salesforce Certified Platform Data Architect credential shows that you can support reliable, scalable, and well-governed data environments. This certification matters for anyone responsible for building strong data foundations in Salesforce.

# Exam Topics Sub-Topics Approximate Weightage (%)
1 Data modeling/Database Design Object relationships, normalization and denormalization, schema design, reporting impact 20%
2 Master Data Management Data standards, golden record concepts, duplicate management, identity resolution 15%
3 Salesforce Data Management Data access, sharing and visibility, data quality controls, storage and retention 20%
4 Data Governance Policies and controls, stewardship roles, compliance considerations, lifecycle management 15%
5 Large Data Volume considerations Performance design, query optimization, archiving strategy, scalability planning 15%
6 Data Migration Migration planning, mapping and transformation, validation, cutover and reconciliation 15%

This exam tests more than memorization. Candidates must show practical knowledge of data architecture concepts, Salesforce data handling, governance decisions, and design choices for real business scenarios. It also evaluates how well you can balance data quality, scalability, and migration planning while working within Salesforce platform constraints.

Actual Salesforce Data-Architect Exam Questions

Question 1

Universal Containers has received complaints that customers are being called by multiple Sales Reps where the second Sales Rep that calls is unaware of the previous call by their coworker. What is a data quality problem that could cause this?

Correct answer: C

A data quality problem that could cause customers to be called by multiple Sales Reps is having duplicate Contact records in the system. Duplicate records can result from data entry errors, data imports, or integrations with other systems. Duplicate records can lead to confusion, inefficiency, and customer dissatisfaction


Question 2

Ursa Major Solar's legacy system has a quarterly accounts receivable report that compiles data from the following:

- Accounts

- Contacts

- Opportunities

- Orders

- Order Line Items

Which issue will an architect have when implemented this in Salesforce?

Correct answer: C

The issue that an architect will have when implementing the quarterly accounts receivable report in Salesforce is that Salesforce does not allow more than four objects in a single report type. A report type defines the set of records and fields available to a report based on the relationships between a primary object and up to four related objects. A report type has the following limitations:

It cannot include more than four objects in a single report type, which means that the report cannot compile data from five objects (Accounts, Contacts, Opportunities, Orders, and Order Line Items) at once.

It cannot include objects that are more than two relationships away from each other, which means that the report cannot access fields from Order Line Items through Opportunities and Orders.

It cannot include objects that have a many-to-many relationship with each other, which means that the report cannot access fields from Contacts and Opportunities through the junction object Opportunity Contact Role.


Question 3

Universal Containers (UC) wants to ensure their data on 100,000 Accounts pertaining mostly to US-based companies is enriched and cleansed on an ongoing basis. UC is looking for a solution that allows easy monitoring of key data quality metrics. What should be the recommended solution to meet this requirement?

Correct answer: A

Using a declarative approach by installing and configuring Data.com Clean to monitor Account data quality can help UC meet their requirement. Data.com Clean can enrich and cleanse data on an ongoing basis by comparing Salesforce records with Data.com records and providing suggestions for updates. Data.com Clean can also provide dashboards and reports to monitor key data quality metrics such as match rate, field fill rate, and record completeness


Question 4

Universal Containers (UC) is a business that works directly with individual consumers (B2C). They are moving from a current home-grown CRM system to Salesforce. UC has about one million consumer records. What should the architect recommend for optimal use of Salesforce functionality and also to avoid data loading issues?

Correct answer: D

According to the exam guide, one of the objectives is to 'describe best practices for implementing a single-org strategy in a B2C scenario'1. This implies that option D is the best practice for loading individual consumers as contacts in Salesforce. This approach avoids creating unnecessary accounts and reduces data duplication. Option C is not correct because it creates one account per contact, which increases data volume and complexity. Options A and B are not correct because they do not leverage the standard contact object, which provides native functionality and integration with other Salesforce features.


Question 5

UC has one SF org (Org A) and recently acquired a secondary company with its own Salesforce org (Org B). UC has decided to keep the orgs running separately but would like to bidirectionally share opportunities between the orgs in near-real time.

Which 3 options should a data architect recommend to share data between Org A and Org B?

Choose 3 answers.

Correct answer: A, D, E

Leveraging Heroku Connect and Heroku Postgres, middleware tools, or Salesforce Connect and the cross-org adapter are all viable options to share data between Org A and Org B in near-real time3. Installing a 3rd party AppExchange tool may not provide bidirectional sync or may have additional costs. Developing an Apex class that pushes opportunity data between orgs daily via the Apex schedule may not meet the near-real time requirement.


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How QA4Exam.com Helps You Pass

QA4Exam.com provides the Data-Architect Exam PDF with actual questions and answers, along with an Online Practice Test designed to mirror the real exam format. These resources help you review up-to-date questions, verify your answers, and understand the style of questions you are likely to face. The practice test also gives you real exam simulation and time management practice so you can build confidence before test day. With focused preparation and validated content, you can improve your readiness and aim to pass the Salesforce Data-Architect exam on your first attempt.

Frequently Asked Questions

1. What is the Salesforce Certified Platform Data Architect exam?

It is the Salesforce Data-Architect certification exam in the Salesforce Architect,Data Architect track. It measures your knowledge of data architecture, governance, migration, and large data volume planning on Salesforce.

2. Who should take the Data-Architect exam?

It is best suited for professionals who design, manage, or govern data solutions in Salesforce, especially those working with data modeling, migration, and enterprise data strategy.

3. Is the Salesforce Data-Architect exam difficult?

Yes, it can be challenging because it tests practical decision-making and not just definitions. You need a solid understanding of Salesforce data concepts and real-world architecture choices.

4. Can I pass with only braindumps?

Braindumps alone are not enough. You should use them as part of a broader study plan that includes understanding the concepts, reviewing explanations, and practicing with realistic exam questions.

5. Do I need hands-on experience to pass?

Hands-on experience is very helpful because the exam focuses on applied knowledge. Working with Salesforce data design, governance, and migration scenarios can make the questions easier to understand.

6. How do QA4Exam.com dumps and practice tests help with first-attempt success?

They help you study efficiently by showing actual questions and answers, verified content, and a realistic test experience. This makes it easier to identify weak areas and practice time management before the exam.

7. What is included in the QA4Exam.com exam PDF and Online Practice Test?

The Exam PDF includes actual questions and answers, while the Online Practice Test provides a simulated exam environment. Together, they support review, accuracy checking, and confidence building.

8. Are the questions updated for the Salesforce Data-Architect exam?

QA4Exam.com focuses on up-to-date questions so you can prepare with content that reflects the current exam expectations. This helps you study with more confidence and less guesswork.