Databricks Certified Data Engineer Associate

Databricks Data Engineer Associate Practice Exam: Certification Practice Questions

Upload your Databricks notes, course PDFs, or the official exam guide, and the AI writes unlimited Data Engineer Associate practice questions with an answer key in seconds. Built for the current outline: Lakeflow ingestion and jobs, transformation and modeling, CI/CD, and Unity Catalog governance, the sections older prep material never mentions.

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The Databricks Certified Data Engineer Associate exam has 45 scored multiple-choice questions, runs 90 minutes, and costs US$200 per attempt, proctored online or at a test center. There are no prerequisites, the certification is valid for 2 years, and Databricks does not publish a passing score: you see pass or fail immediately. There is no free retake; a failed attempt means a 14 day wait and the full fee again. Code appears in SQL where possible, otherwise Python. Seven sections, led by Data Transformation and Modeling at 22% and Data Ingestion and Loading at 21%.

Last updated July 2026

What the Databricks Data Engineer Associate exam tests on the current outline

We read the official exam guide on databricks.com, as we do for every cert page on this site. Seven sections, and the shape matters: ingestion plus transformation is 43% of the exam, so pipeline fundamentals decide your result, while the sections most prep skips (Lakeflow Jobs at 16%, CI/CD at 10%, governance at 15%) quietly add up to another 41%.

Section What is actually in it Weight
Data Transformation and ModelingTransforming data with SQL and Python, medallion architecture patterns, joins, aggregations, and modeling tables in the lakehouse.22%
Data Ingestion and LoadingGetting data into the lakehouse: batch and incremental ingestion patterns, Auto Loader style streams, and loading into Delta tables.21%
Working with Lakeflow JobsOrchestrating workloads with Lakeflow Jobs: tasks, scheduling, dependencies, and running pipelines in production.16%
Governance and SecurityUnity Catalog concepts: securables, permissions, catalogs, schemas, and governing data access across workspaces.15%
Implementing CI/CDVersion control integration, deploying and promoting code and pipeline assets between environments.10%
Troubleshooting, Monitoring, and OptimizationDiagnosing failed runs, monitoring pipelines, and optimizing performance and cost.10%
Databricks Intelligence PlatformPlatform fundamentals: workspace components and how the pieces of the lakehouse fit together.6%

Multiple choice rewards exactly one thing: fast, accurate recall of concepts and syntax. Drill it: generate practice questions from your own Databricks notes until ingestion patterns, Unity Catalog securables, and job configuration options come back without thinking.

Questions
45 scored
Time limit
90 min
Exam fee
US$200
Valid for
2 years

Most Databricks prep material is a version behind. Here is how to check yours.

Databricks reworked the Data Engineer Associate outline, and the current version looks meaningfully different from the exam most courses, dumps, and YouTube walkthroughs were built for. The old outline centered on Delta Live Tables by name and had no dedicated CI/CD section. The current outline orchestrates with Lakeflow Jobs, adds Implementing CI/CD at 10%, and puts Unity Catalog governance at 15%. A candidate who scores 90% on an outdated question bank walks into a quarter of the current exam unprepared, and at US$200 per attempt with no free retake, that gap has a price tag.

On the current outline

Lakeflow Jobs for orchestration, CI/CD with version control and environment promotion, Unity Catalog securables and permissions, and troubleshooting and optimization as its own scored section. Code is SQL where possible, Python otherwise, so both need to be readable at speed.

The staleness test for your course

Search your prep material for "Lakeflow". If it never appears, the course was written for the previous outline and is silently missing the orchestration section plus the framing of the pipeline content. Keep it for fundamentals, but generate your practice questions from the current exam guide and current docs instead.

The retake policy sharpens the point: there is no free second attempt, and a fail means 14 days of waiting plus another US$200. The cheapest insurance is drilling unlimited questions from current material until the weak sections show up before exam day rather than on it.

Databricks Data Engineer Associate versus SnowPro Core

These are the two entry certs of the modern data platform market, and plenty of US data engineers end up holding both. The honest comparison:

  Databricks Data Engineer Associate SnowPro Core (COF-C03)
Questions and time45 scored questions, 90 minutes100 questions, 115 minutes
FeeUS$200 per attemptUS$175 per attempt
Passing scoreNot published (pass/fail on screen)750 scaled on 0 to 1000
Free retakeNo: 14 day wait, full fee againNo: 7 day wait, max 4 attempts per year
Validity2 years2 years
FocusBuilding pipelines: ingestion, transformation, orchestration, CI/CDPlatform breadth: architecture, performance, governance, sharing

Pick by the stack your target employers run. If it is Snowflake, the SnowPro Core practice exam covers that side with the same upload-your-notes approach.

How to build Databricks practice questions that match the real exam

Two minutes per question rewards instant recall. Build your drills to produce it.

1
Upload current material
The official exam guide PDF, your course notes, or pages from the Databricks docs. If your course fails the Lakeflow test, add current material alongside it so the questions cover what the exam covers.
2
Weight it like the exam
Transformation 22% and ingestion 21% carry the exam. Generate the most questions there, then make sure Lakeflow Jobs, Unity Catalog, and CI/CD each get real coverage instead of a token pass.
3
Drill both languages
Exam code is SQL where possible and Python otherwise. Generate question sets that force you to read both, especially around transformations, so no syntax on screen slows you down.
4
Retake until consistent
With no published passing score and no free retake, the only safe signal is consistency: retake fresh sets until your weak sections stop being weak, then book the exam.

Databricks Data Engineer Associate questions, answered

How many questions are on the Databricks Data Engineer Associate exam?
45 scored multiple-choice questions in 90 minutes, so two minutes each. Databricks may mix in a handful of unscored experimental items, which do not count against you. No test aids are allowed, and the exam is proctored whether you take it online or at a test center.
What is the passing score for the Databricks Data Engineer Associate exam?
There is no published passing score: Databricks shows pass or fail on screen the moment you submit and keeps the threshold private. Treat any specific percentage you read in prep forums as a guess. The workable strategy is consistency on the weighted sections rather than chasing a rumored cutoff.
How much does the Databricks Data Engineer Associate certification cost?
US$200 per attempt, plus applicable taxes. Every attempt costs the same: there is no free retake and no discounted second try, and failed attempts carry a mandatory 14 day waiting period. Renewal after the 2 year validity window means taking the current exam version at full price again.
How hard is the Databricks Data Engineer Associate exam?
The format is approachable: multiple choice, associate level, no labs. What catches people is coverage, not depth. The current outline spreads points across seven sections, and the ones absent from older prep (Lakeflow Jobs, CI/CD, troubleshooting, Unity Catalog governance) total more than 50% of the exam. Prepare from the current guide and it is a fair test.
Does the Databricks Data Engineer Associate certification expire?
Yes, after 2 years, and recertification means passing the then-current version of the exam. Databricks evolves the outline with the platform, which is exactly what happened to candidates renewing from the Delta Live Tables era into the Lakeflow era, so budget refresh study time, not just the fee.
Are there prerequisites for the Databricks Data Engineer Associate exam?
No formal ones. Databricks recommends hands-on experience with the tasks in the exam guide and offers related training, but nothing is required to register. That makes the practical path simple: study current material, drill questions until consistent, book the exam.
Is the Databricks Data Engineer Associate certification worth it?
For data engineers targeting US roles, it is one of the strongest platform signals available at the associate level. Databricks appears across enterprise data stacks, the cert costs US$200 with no prerequisites, and it is the natural first step toward the Data Engineer Professional. If your market runs Snowflake instead, weigh it against the SnowPro Core.

PDFQuiz is not affiliated with, endorsed by, or sponsored by Databricks, Inc. Databricks is a trademark of Databricks, Inc. This generator builds practice questions from material you upload and is a study aid; it is not a question dump and does not contain real exam questions. Always confirm current exam details on the official certification page before you book.

Related study tools

Comparing data platforms? The SnowPro Core practice exam covers the Snowflake side. Data roles on Azure lean on the DP-300 practice test, and cloud fundamentals live in the AWS Solutions Architect Associate practice test or the Google Cloud Associate Cloud Engineer practice exam. Any study guide works with the certification exam generator, or start from any PDF with the PDF to practice test generator.

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