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Databricks Databricks Certification

Data Engineer Associate Study Guide

Everything you need to pass: exam domains, study strategy, and day-by-day preparation plans.

info Exam at a Glance

1030

Questions

120min

Time Limit

70%

To Pass

0.1min

Per Question

bar_chart Where the Questions Come From

Domains ranked by question count. Start with the top ones, they carry the most weight.

1
Data Transformation and Modeling
24% 245Q
2
Data Ingestion and Loading
20% 205Q
3
Troubleshooting, Monitoring, and Optimization
13% 135Q
4
Databricks Intelligence Platform
12% 120Q
5
Working with Lakeflow Jobs
12% 120Q
6
Governance and Security
10% 105Q
7
Implementing CI/CD
10% 100Q
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Where to start: The top 3 domains usually cover 40-60% of your exam. Nail those first, then work your way down.

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The rest of the guide is locked

Study strategy, day-by-day plans, exam day tips, and FAQ.

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school How to Study for Data Engineer Associate

A simple 5-step plan that works. Follow it in order.

1

Know your domains

Look at the domain breakdown above. The heavier domains get more questions on the certification exam. Start there.

2

Go one topic at a time

Pick a domain, study it end to end, then move to the next. Jumping around wastes time.

3

Practice with exam-style questions

Start untimed to learn. Then switch to timed mode once you are comfortable.

4

Read the explanations

Do not just memorize answers. Read why each option is right or wrong.

5

Simulate the certification exam

Take a full timed mock exam. No distractions, no pausing. Review everything you got wrong.

calendar_month Pick a Study Schedule

Three options depending on how much time you have. Each one covers all 1030 questions.

Balanced Recommended, ~206 Q/day, 2-3 hrs/day
chevron_right Core Foundations
450 Q

Build your base knowledge

Data Transformation and Modeling 245 Data Ingestion and Loading 205
chevron_right Advanced Topics
255 Q

Deepen understanding

Troubleshooting, Monitoring, and Optimization 135 Databricks Intelligence Platform 120
chevron_right Applied Scenarios
225 Q

Connect concepts

Working with Lakeflow Jobs 120 Governance and Security 105
chevron_right Practice & Review
100 Q

Identify weak spots

Implementing CI/CD 100
chevron_right Final Simulation
0 Q

Exam readiness check

Full timed mock exam Review all wrong answers Target weakest domains

tips_and_updates On Exam Day

schedule

Pace yourself

120 min, 1030 questions. About 0.1 min each. Flag hard ones, come back later.

target

Know your target

You need 70% to pass. That is 721 correct out of 1030. You do not need perfect.

psychology

Work smart

Eliminate wrong answers first. If unsure between two, go with your first instinct. Flag anything you want to revisit.

self_improvement

Stay cool

You prepared for this. If a section feels hard, that is normal. Breathe, stay focused, keep moving.

help Common Questions

How many questions are on the Data Engineer Associate? expand_more

1030 questions, 120 minutes. That gives you roughly 0.1 minutes per question.

What score do I need to pass? expand_more

70%. You need at least 721 out of 1030 correct.

What is the best way to prepare? expand_more

Start with free practice questions to see where you stand. Use the study guide to fill gaps. Take timed mock exams until you consistently hit the pass score.

Are these questions like the certification exam? expand_more

Yes. Same format, same difficulty, same topic distribution. We update the question bank when the exam changes.

Start practicing now

Real exam questions. Instant feedback. Track your progress as you go.

quiz Free Practice help_outline View Q&A description Cheat Sheet