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- Total Questions: 260
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Data-Architect PDF Practice Q&A's
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- Total Questions: 260
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In 2026, textbooks still explain everything except what the exam actually asks. ActualTestsIT's Data-Architect practice questions flip the order — start from real Salesforce Certified Data Architect question patterns, and absorb the theory by correcting what you miss.
Salesforce Data-Architect Exam Overview:
| Certification Vendor: | Salesforce |
|---|---|
| Exam Name: | Salesforce Certified Data Architect |
| Exam Number: | Data-Architect |
| Related Certifications: | Salesforce Certified Application Architect Salesforce Certified System Architect |
| Exam Price: | USD 400 |
| Passing Score: | ~68% |
| Exam Duration: | 120 minutes |
| Available Languages: | English |
| Real Exam Qty: | 60 |
| Exam Format: | Multiple-choice, Multiple-select |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored or onsite at a testing center |
| Pre Condition: | None |
| Official Syllabus URL: | https://www.salesforce.com/certifications/architect/data-architect/ |
Salesforce Data-Architect Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Governance | 20% | - Compliance and regulatory considerations - Data quality standards and metrics - Data stewardship roles and responsibilities - Data retention and archiving policies |
| Topic 2: Data Modeling | 25% | - Normalization and denormalization strategies - Skinny tables for performance optimization - Big Objects and external objects - Large Data Volumes (LDV) design considerations - Indexing strategies |
| Topic 3: Master Data Management | 20% | - Data cleansing techniques - Identity resolution - Data duplication and matching rules |
| Topic 4: Data Integration | 15% | - ETL tools and data migration strategies - Sharing rules impact on data integration - API-based integration (REST, SOAP, Bulk API) - Handling locks and parallelism during migration - Real-time vs batch integration patterns |
| Topic 5: Data Architecture | 20% | - Performance tuning and optimization - Archiving and data lifecycle management - Governor limits and bulk processing - Architecture patterns and design principles |
Salesforce Certified Data Architect Questions, Answered by Experts
In plain terms, the Data-Architect exam is Salesforce's way of verifying that you deserve the Salesforce Application Architect certification, a credential at the Architect level. It tests the Salesforce Certified Data Architect objectives through applied, scenario-driven questions — the kind that expose the gap between "read about it" and "can do it." It also sits within a broader certification ecosystem that includes Salesforce Certified Application Architect, Salesforce Certified System Architect, so the effort compounds across your career. That's why a review system built around realistic questions — practice, error correction, self-improvement — beats textbook re-reading every time.
The Salesforce Certified Data Architect exam blueprint spans 5 domains, led by Data Integration (15%), Master Data Management (20%), and Data Architecture (20%). Treat the weightings as your study budget: domains carrying more of the score deserve more of your week. The full topic list is in the exam topics section above — plan against it, not against guesswork.
The Salesforce Certified Data Architect exam allows 120 minutes for 60 questions. Before test day, turn that into a rhythm: minutes divided by questions equals your per-item budget, and any item burning double its budget gets flagged and revisited at the end. Rehearse the rhythm under a real timer — every ActualTestsIT test engine session runs one — and finishing with review time becomes your norm, not your hope.
Passing the Salesforce Certified Data Architect exam takes ~68%, and each attempt costs USD 400 — including every retake, at full price. The financially sound strategy is arriving over-prepared: drill with ActualTestsIT practice questions until your timed scores clear the passing mark across several consecutive sessions, then register. You're not being cautious; you're declining to pay for the same exam twice.
Salesforce lists the Salesforce Certified Data Architect formats as: Multiple-choice, Multiple-select. Formats aren't trivia — they change how you should read. For long scenario stems, locate the actual question sentence first; for multi-answer items, verify every option you select. ActualTestsIT's 260 practice questions cover these formats so thoroughly that on exam day, only the content is new.
You can take the Data-Architect exam in English. Choose the language where your comprehension is fastest under time pressure — in a timed exam, slow reading is a hidden tax on every question. Testing in English? Daily work with ActualTestsIT's English Data-Architect practice questions doubles as targeted vocabulary training.
Every version contains the same 260 expert-written questions — you're choosing a study environment:
- PDF version — printable, expert-prepared, instantly downloadable, readable anywhere, anytime. Includes 365 days of free updates and a free demo.
- Desktop Test Engine — Windows software that simulates the real exam environment, with two practice modes, offline access, and unlimited installations.
- Online Test Engine — runs in any browser on Windows, Mac, Android, and iOS, with test history and performance review built in.
Most candidates end up combining formats — PDF for reading, an engine for timed rehearsal.
Yes. ActualTestsIT's free Salesforce Certified Data Architect PDF demo contains real sample questions with verified answers, so you can evaluate the quality before paying. Every purchase includes 365 days of free updates, and renewing after that costs 50% of the regular price from your member zone. Test-drive first — confident material has nothing to hide.
Continuously. As Salesforce adjusts the Salesforce Certified Data Architect exam, our experts revise the bank to match — and customer feedback feeds the same review loop, so your suggestions can shape future versions. Updates are free for 365 days via your member zone; track them through the New Releases section or the ActualTestsIT newsletter, and re-check 3-4 days before your exam. Expired products repurchase at 50% off to restart the service.
Support runs around the clock: free online consultation whenever you need it, remote guidance if you hit installation or usage issues, and patient, first-time responses to content questions by email — your suggestions are genuinely welcomed. On privacy, we solemnly protect your purchase information: transactions are secured by McAfee security services, customer data is never disclosed to third parties, and you'll never receive spam or telemarketing because of us.
Delivery first: your Salesforce Certified Data Architect practice questions are downloadable instantly and emailed within one minute of payment — if 2 hours pass, check spam and contact support. Install on as many computers as you need. If the exam doesn't go your way, the 100% Money Back Guarantee applies: take the corresponding exam within 60 days of purchase, and if you don't pass, submit a scanned enrollment slip and your official Score Report PDF within 2 days after the exam — full refunds are processed within 7 days. Not eligible: attempts made within 3 days of purchase, exams never actually taken, free items, and expired orders; the candidate name must match the payer name. Prefer to keep preparing? Exchange for two free exam products of equal value and retain your update service.
Your Salesforce Certified Data Architect Purchase at ActualTestsIT, in Full
Evaluate the free demo first. When you buy, your Data-Architect material is downloadable instantly and emailed within one minute of payment — contact support if 2 hours pass — with unlimited installations and remote setup guidance if you need it. McAfee security services protect every transaction, your purchase information is never disclosed, and help is available around the clock.
- PDF version: printable format, prepared by experts, instant access to download, study anywhere and anytime, 365 days of free updates, free PDF demo available.
- Desktop Test Engine: installable software simulating the real Salesforce Certified Data Architect exam environment, two practice modes, offline access, supports MS Windows, unlimited installations.
- Online Test Engine: instant online access from all web browsers, test history and performance review, supports Windows, Mac, Android, and iOS.
- Update service: 365 days free, driven by continuous expert review and customer feedback; expired products repurchase at a 50% discount from your member zone.
- 100% Money Back Guarantee: take the corresponding exam within 60 days of purchase, and if you don't pass, submit your enrollment slip and official Score Report within 2 days after the exam for a full refund processed within 7 days — or exchange for two free products of equal value.
Stop wrestling the textbook and start training for the exam: download the free Data-Architect demo, and let ActualTestsIT's 260 practice questions turn your Salesforce Certified Data Architect preparation into a system that works.
Salesforce Certified Data Architect Sample Questions:
NTO would like to retrieve their SF orgs meta data programmatically for backup within a various external.
Which API is the best fit for accomplishing this task?
- A. Tooling API
- B. SOAP API
- C. Bulk API in serial mode
- D. Metadata API
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Developers at Universal Containers need to build a report for the business which displays Accounts opened in the past year grouped by industry. This report will also include information from contacts, opportunities, and orders. There are several million Accounts in the system. Which two options should be recommended to make this report perform well and satisfy the business need?
- A. Use Formula fields to surface information I related entities on the report.
- B. Use an indexed data field with bounded data filters.
- C. Use triggers to populate denormalized related fields on the Account.
- D. Use unbounded date ranges to filter the report.
Correct Answer: A,B 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Universal Containers (UC) is in the process of selling half of its company. As part of this split, UC ' s main Salesforce org will be divided into two org:org A and org B, UC has delivered these requirements to its data architect
1. The data model for Org B will drastically change with different objects, fields, and picklist values.
2. Three million records will need to be migrated from org A to org B for compliance reasons.
3. The migrate will need occur within the next two month, prior to be split.
Which migrate strategy should a data architect use to successfully migrate the date?
- A. Use Data Loader for export and Data Import Wizard for import
- B. Use the Salesforces CLI to query, export, and import
- C. Write a script to use the Bulk API
- D. use as ETL tool to orchestrate the migration.
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
All accounts and opportunities are created in Salesforce. Salesforce is integrated with three systems:
* An ERP system feeds order data into Salesforce and updates both Account and Opportunity records.
* An accounting system feeds invoice data into Salesforce and updates both Account and Opportunity records.
* A commission system feeds commission data into Salesforce and updates both Account and Opportunity records.
How should the architect determine which of these systems is the system of record?
- A. Data flows should be reviewed with the business users to determine the system of record per object or field.
- B. Whatever system updates the attribute or object should be the system of record for that field or object.
- C. Whatever integration data flow runs last will, by default, determine which system is the system of record.
- D. Account and opportunity data originates in Salesforce, and therefore Salesforce is the system of record.
Correct Answer: A 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Universal Containers (UC) needs to move millions of records from an external enterprise resource planning (ERP) system into Salesforce.
What should a data architect recommend to be done while using the Bulk API in serial mode instead of parallel mode?
- A. Inserting 1 million orders distributed across a variety of accounts with lock exceptions eliminated and managed.
- B. Placing 20 batches on the queue for upset jobs.
- C. Leveraging a controlled feed load with 10 batches per job.
- D. Inserting 1 million orders distributed across a variety of accounts with potential lock exceptions.
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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