PDF Version DemoDatabricks updates its exams more often than most candidates realize, and stale questions quietly sink scores. That is why every Databricks-Certified-Data-Engineer-Associate product at Braindumpsqa ships with 365 days of free updates — your 322 practice questions keep pace with the Databricks Certified Data Engineer Associate exam as it evolves in 2026.
Databricks Databricks-Certified-Data-Engineer-Associate Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Associate Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Associate |
| Exam Format: | Multiple choice, Proctored |
| Available Languages: | English, Korean, Portuguese (Brazil), Japanese |
| Exam Duration: | 90 minutes |
| Related Certifications: | Databricks Certified Data Engineer Professional Databricks Certified Data Analyst Associate |
| Real Exam Qty: | 45 |
| Passing Score: | Not publicly disclosed, approximately 70% |
| Exam Price: | 200 USD |
| Certificate Validity Period: | 2 years |
| Recommended Training: | Databricks Documentation Databricks Academy - Data Engineer Associate Learning Path |
| Exam Registration: | Official Registration |
| Sample Questions: |  |
| Exam Way: | Online proctored or in-person at authorized test centers |
| Pre Condition: | No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-associate |
Databricks Databricks-Certified-Data-Engineer-Associate Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Databricks Intelligence Platform | 10% | - Platform architecture and core concepts
|
| Topic 2: Data Governance & Quality | 11% | - Data quality and reliability
|
| Topic 3: Productionizing Data Pipelines | 18% | - Deployment and CI/CD
|
| Topic 4: Data Processing & Transformations | 31% | - Query optimization and performance
|
| Topic 5: Development and Ingestion | 30% | - Data ingestion patterns and methods
|
Databricks Certified Data Engineer Associate Exam FAQ Hub
How much does the Databricks-Certified-Data-Engineer-Associate exam cost, and what is the passing score?
Registering for the Databricks Certified Data Engineer Associate exam costs 200 USD, and you need Not publicly disclosed, approximately 70% to pass. One detail worth remembering: a failed attempt is not discounted — retaking the exam means paying 200 USD again in full. Use the Braindumpsqa test engine to benchmark yourself first; when your mock results consistently clear Not publicly disclosed, approximately 70%, you are ready to book.
What is the Databricks Certified Data Engineer Associate certification exam?
The Databricks-Certified-Data-Engineer-Associate exam is Databricks's official test for the Databricks Certified Data Engineer Associate credential, a certification at the Associate level. Earning it tells employers your skills have been verified by the vendor itself, which carries real weight in hiring and promotion decisions. Within the same certification track, it sits alongside Databricks Certified Data Analyst Associate, Databricks Certified Data Engineer Professional, so it can also serve as a stepping stone toward those credentials.
Which topics does the Databricks-Certified-Data-Engineer-Associate exam test?
Databricks divides the Databricks Certified Data Engineer Associate exam into 5 domains. The largest ones are Data Governance & Quality at 11%, Productionizing Data Pipelines at 18%, Development and Ingestion at 30% — together these account for the bulk of your score, so start there. The complete domain-by-domain outline appears in the exam topics section above on this page.
If I fail the Databricks Certified Data Engineer Associate exam, what are my options? And how fast do I get the product?
Two layers of protection here. First, delivery: your Databricks-Certified-Data-Engineer-Associate product is available for instant download, and a copy lands in your email within one minute of payment — if 2 hours pass with nothing (check spam first), our support team will resend it. There is no cap on how many computers you can install it on. Second, the refund policy: if you take the Databricks-Certified-Data-Engineer-Associate exam within 60 days of purchase and fail, you may claim a full refund. The claim needs a scanned enrollment slip plus your official Score Report PDF, filed within 2 days after the exam, and it is settled within 7 days. The policy covers only the corresponding exam — attempts within 3 days of purchase, exams never actually taken, free materials, and expired orders are excluded, and the candidate's name must match the payer's. If you would rather keep studying, you can instead exchange your product for two free exam products of equal value and keep the update service on your original purchase.
How long is the Databricks-Certified-Data-Engineer-Associate exam, and how many questions does it have?
You will face 45 questions in 90 minutes on the Databricks Certified Data Engineer Associate exam. Do the math and the per-question budget is tight, which is why pacing drills matter as much as content review. Our advice: take two or three full timed mocks in the Braindumpsqa engine before the real thing, and practice skipping a stubborn question instead of burning five minutes on it.
Does Databricks recommend any official training for the Databricks-Certified-Data-Engineer-Associate exam?
Yes — Databricks lists these official training options for Databricks Certified Data Engineer Associate candidates:
Formal training teaches the syllabus; then the 322 practice questions from Braindumpsqa show you whether that knowledge holds up under real exam conditions.
Can I test-drive the Databricks-Certified-Data-Engineer-Associate material before paying?
Of course. Braindumpsqa publishes a free PDF demo for the Databricks Certified Data Engineer Associate exam so you can review real sample questions and answers first. Every purchase also includes 365 days of free updates, and after that period you can renew the update service at a 50% discount directly from your member zone.
Do I need to meet any requirements before taking the Databricks-Certified-Data-Engineer-Associate exam?
No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended Eligibility rules are set by Databricks and do change from time to time, so double-check the latest requirements on the official exam page at https://www.databricks.com/learn/certification/data-engineer-associate before you register.
Where do I sign up for the Databricks Certified Data Engineer Associate exam?
Registration for the Databricks-Certified-Data-Engineer-Associate exam runs through these official channels:
As for how you will actually sit the exam: Online proctored or in-person at authorized test centers. Choose whichever delivery option suits your setup when you book.
Databricks Certified Data Engineer Associate Sample Questions:
Question #1
In order for Structured Streaming to reliably track the exact progress of the processing so that it can handle any kind of failure by restarting and/or reprocessing, which of the following two approaches is used by Spark to record the offset range of the data being processed in each trigger?
A. Structured Streaming cannot record the offset range of the data being processed in each trigger.
B. Write-ahead Logs and Idempotent Sinks
C. Checkpointing and Idempotent Sinks
D. Checkpointing and Write-ahead Logs
E. Replayable Sources and Idempotent Sinks
Question #2
A data engineer is building a streaming pipeline that reads JSON files arriving in a cloud storage location. The pipeline must automatically process new files as they arrive without manual intervention. Which Databricks feature is designed for this use case?
A. Broadcast Join
B. Structured Streaming Auto Loader
C. Delta Time Travel
D. Spark Cache
Question #3
A data engineer is running a Spark job that processes data stored in Delta format. The engineer wants to reduce the number of files by compacting smaller files into larger ones to improve query performance. Which Delta Lake command performs this operation?
A. DELETE
B. VACUUM
C. MERGE
D. OPTIMIZE
Question #4
In a Lakeflow Declarative Pipeline (Delta Live Tables), a data engineer must ensure that records with a null order_id are discarded from the silver table while the pipeline continues to run.
Which expectation clause should be used?
A. CONSTRAINT valid_id EXPECT (order_id IS NOT NULL) ON VIOLATION DROP ROW
B. ALTER TABLE silver_orders ADD CONSTRAINT valid_id CHECK (order_id IS NOT NULL)
C. CONSTRAINT valid_id EXPECT (order_id IS NOT NULL)
D. CONSTRAINT valid_id EXPECT (order_id IS NOT NULL) ON VIOLATION FAIL UPDATE
Question #5
A data engineer is designing a data pipeline. The source system generates files in a shared directory that is also used by other processes. As a result, the files should be kept as is and will accumulate in the directory. The data engineer needs to identify which files are new since the previous run in the pipeline, and set up the pipeline to only ingest those new files with each run.
Which of the following tools can the data engineer use to solve this problem?
A. Data Explorer
B. Auto Loader
C. Databricks SQL
D. Unity Catalog
E. Delta Lake
Solutions:
| Question #1 Correct Answer: D | Question #2 Correct Answer: B | Question #3 Correct Answer: D | Question #4 Correct Answer: A | Question #5 Correct Answer: B |
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