Databricks Certified Data Engineer Associate
The Databricks Certified Data Engineer Associate is the entry-level credential that proves you can build and maintain data pipelines on the Databricks Data Intelligence Platform using Delta Lake, Apache Spark, and Lakeflow jobs. For data engineers it's the badge consulting partners and hiring managers look for, and it often gates staffing on Databricks-partner projects. It's pass/fail, online-proctored, and a single failed attempt means a 14-day wait and a second $200 fee — so getting it right the first time matters.
Pay Only After You Pass
No upfront fee — you settle only after your verified passing result. We advertise guaranteed results — 100% pass guaranteed or money back.
How the Data Engineer Associate exam is built — at a glance
45
All multiple choice. A few unscored pilot questions may be mixed in; they don't affect your result, and extra time is built in to cover them.
90
About two minutes per question. No on-screen documentation is allowed — you work from memory of Databricks behavior and syntax.
~70%
Roughly 32 of 45 correct. There's no scaled score — you get a pass/fail verdict plus per-domain feedback right after you submit.
Data manipulation in the questions is shown in SQL whenever possible; everything else (PySpark transformations, configuration, the Python API) appears in Python. You should be fluent reading both and comfortable with Delta Lake commands, the medallion architecture, and Lakeflow Declarative Pipelines.
There's no negative marking, so answer every question. The certification stays valid for two years; after that you recertify by passing the then-current version. If you fail, you can rebook after a 14-day wait, but each attempt costs another $200 — which is exactly the repeat cost our help is built to avoid.
Five weighted domains — bars show each domain's share of the current exam guide
Lakehouse and platform fundamentals: workspace, clusters and compute, notebooks, Unity Catalog basics, and how the components fit together.
Loading data into the lakehouse: Auto Loader, COPY INTO, reading external sources, and creating Delta tables, views, and CTAS.
The heaviest domain: SQL and PySpark transformations, joins, MERGE, the medallion architecture, and incremental processing with Structured Streaming.
Lakeflow / Declarative Pipelines, Jobs orchestration, scheduling, task dependencies, and basic monitoring and alerting of pipeline runs.
Unity Catalog permissions, securing tables and views, data quality expectations, and basic lineage and access control.
Together, Development & Ingestion and Data Processing make up roughly 60% of the exam, so most of your score comes from comfortably reading and reasoning about real pipeline code. Domain weights follow the exam guide updated in 2025; always confirm against the current PDF on the official Databricks certification page before booking.
How you register, sit the exam, and what to expect on test day
You register on Databricks' WebAssessor portal (webassessor.com/databricks) and take the exam from a private room, monitored live by a Kryterion proctor through Sentinel Secure. You'll install the secure browser, run a system check, scan your room by webcam, and verify your ID before the exam unlocks. The fee is $200 USD.
In some regions you can sit the exam at a Kryterion-affiliated test center instead of taking it online. Center availability and scheduling are handled through the same WebAssessor account, and the content, length, and fee are identical to the online version.
A valid, unexpired government photo ID whose name matches your WebAssessor profile exactly. The proctor captures your photo and ID before the exam starts.
A clear desk, no second monitor, no phone or notes within reach, and a 360° webcam scan. No one else may enter the room while the exam is in progress.
Stay on camera and in frame the whole 90 minutes. There are no scheduled breaks. Looking off-screen, talking aloud, or losing connection can flag the session.
Built for engineers working on the Databricks platform
No formal requirements — but hands-on experience matters
Difficulty: This is an associate-level exam, but the 2025 update made it heavier on real pipeline code, Lakeflow, and Unity Catalog. Candidates without daily Databricks exposure trip on syntax nuances and behavioral details. Most pass with 40–80 hours of focused, hands-on prep — exactly the pressure point our help is designed to remove.
The Data Engineer Associate is a 90-minute, online-proctored exam with a $200 cost on every attempt. Exam Assist pairs you with a vetted Databricks specialist and works on a pay-after-you-pass model — so the risk sits with us, not you. No upfront fee, guaranteed results: Exam Assist handles the sitting end to end, and you settle only after the verified result.
Tell us your timeline, whether you're booking online or at a center, and how much Databricks experience you have. Takes a couple of minutes over WhatsApp, Telegram, or Discord.
We review your timeline and target and tell you plainly whether it's realistic — before any money is discussed. If it isn't a fit, we say so.
Exam Assist handles the sitting end to end. You're matched with a Databricks specialist who maps the work around the five domains, the SQL/Python code style, and the Kryterion environment — discreetly and confidentially.
You only pay once your passing result is confirmed on your Databricks credential. No verified result, nothing owed.
Tell us about your exam and get an honest, pay-after-you-pass plan — no upfront fee.
Straight answers about the Databricks Data Engineer Associate exam
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