Databricks

Databricks - Exams & Certifications

Every Databricks exam with verified practice questions and a free practice test — now AI-Enabled with Ask AI on every question.

17 Exams 3 Certifications 2,034 Questions Free test on every exam

Databricks Certification Study Material

Databricks helps learners prove they can work with data in daily practice. These certifications help professionals validate skills that support long term career growth.

Employers value candidates who can analyze data and explain clear results each day. These credentials support career growth in data analysis, analytics engineering, and business intelligence roles. Learners gain practical skills they can apply immediately in real workplace scenarios.

Study4Pass supports exam preparation through updated questions and a realistic practice engine. You can study at your own pace and measure progress after each practice set.

Open a Databricks exam on this page and start practicing with purpose.

Exams
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Databricks Exams

17 Exams
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Databricks-Certified-Professional-Data-Engineer
High Demand
Databricks Certified Data Engineer Professional Exam
Professional-level Databricks data engineering practice questions span data ingestion with ETL and ELT, distributed storage and processing, data governance and security, and data modeling.
220 questions
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Databricks-Certified-Data-Engineer-Associate
High Demand
Databricks Certified Data Engineer Associate Exam
Associate-level Databricks preparation focuses on Apache Spark, data engineering fundamentals, data warehousing concepts, and data lake architecture within the Databricks environment.
45 questions
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Databricks-Certified-Professional-Data-Scientist
Active
Databricks Certified Professional Data Scientist Exam
Databricks Certified Professional Data Scientist candidates practice data manipulation with Spark SQL and DataFrames, data visualization in notebooks, and machine learning with Spark MLlib.
138 questions
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Databricks-Certified-Data-Analyst-Associate
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Databricks Certified Data Analyst Associate Exam
65 questions
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Databricks-Machine-Learning-Professional
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Databricks Certified Machine Learning Professional
0 questions
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CERTIFIED-ASSOCIATE-DEVELOPER-FOR-APACHE-SPARK
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Certified Associate Developer for Apache Spark
Apache Spark development is central to this Databricks associate credential, covering Certified Associate Developer topics for developers building applications with Spark.
342 questions
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CERTIFIED-DATA-ANALYST-ASSOCIATE
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Certified Data Analyst Associate
Databricks Certified Data Analyst Associate examines data analysis work, following the official Databricks syllabus for analysts preparing at associate level.
140 questions
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CERTIFIED-DATA-ENGINEER-ASSOCIATE
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Certified Data Engineer Associate
For data engineers starting with Databricks, the Certified Data Engineer Associate card tracks the official syllabus on Databricks data engineering fundamentals.
280 questions
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CERTIFIED-DATA-ENGINEER-PROFESSIONAL
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Certified Data Engineer Professional
Professional-level Databricks data engineering is the focus of this credential, advancing beyond associate topics through the Certified Data Engineer Professional syllabus.
339 questions
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CERTIFIED-GENERATIVE-AI-ENGINEER-ASSOCIATE
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Certified Generative AI Engineer Associate
Generative AI engineering on Databricks appears in this associate exam, covering Certified Generative AI Engineer Associate topics from the official syllabus.
109 questions
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CERTIFIED-MACHINE-LEARNING-ASSOCIATE
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Certified Machine Learning Associate
Machine learning at associate level with Databricks is covered here, following the Certified Machine Learning Associate syllabus for ML practitioners.
140 questions
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CERTIFIED-MACHINE-LEARNING-PROFESSIONAL
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Certified Machine Learning Professional
Databricks Certified Machine Learning Professional moves into advanced machine learning practice, exploring professional-level ML topics in the official Databricks syllabus.
216 questions
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Azure-Databricks-Certified-Associate-Platform-Administrator
Pre-order
Azure Databricks Certified Associate Platform Administrator Exam
0 questions
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Databricks-Certified-Associate-ML-Practitioner-for-Apache-Spark-2.4
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Databricks Certified Associate ML Practitioner for Apache Spark 2.4 Exam
0 questions
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Databricks-Certified-Associate-Developer-for-Apache-Spark-2.4
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Databricks Certified Associate Developer for Apache Spark 2.4 Exam
0 questions
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Databricks-Certified-Associate-Developer-for-Apache-Spark-3.0
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Databricks Certified Associate Developer for Apache Spark 3.0 Exam
0 questions
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Databricks-Certified-Associate-Developer-for-Apache-Spark-3.5
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Databricks Certified Associate Developer for Apache Spark 3.5-Python
0 questions
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Databricks FAQs

Study4Pass covers 9 Databricks exams across 3 certifications, with 403 practice questions and explanations in total. Every exam below has its own study-material page with a PDF study guide and a test engine, so you can prepare for the exact exam you plan to sit.

Which Databricks exams have the most practice questions?

The largest question sets are: Databricks Certified Data Engineer Professional Exam (220 questions); Databricks Certified Professional Data Scientist Exam (138 questions); Databricks Certified Data Engineer Associate Exam (45 questions). Question counts are the live size of each exam's question bank on Study4Pass.

Which Databricks certifications can I prepare for?

Study4Pass holds study material for these Databricks certifications: Databricks Certification; Data Analyst; ML Data Scientist. Each certification page lists its exams and the practice questions available for them.

Can I try Databricks practice questions for free?

Yes. 4 Databricks exams on Study4Pass carry a question pack with a free practice test — sample questions in the web test engine, no signup and no payment needed. Start with Databricks Certified Data Engineer Professional Exam to see the question style and your current level.

What study formats does Study4Pass offer for Databricks exams?

Every Databricks exam is available in three formats at one standard price across the whole site: a PDF study guide ($36.99), a web and desktop Test Engine ($41.99), and a PDF & Test Engine Bundle ($55.99). The PDF suits reading and revision; the Test Engine reproduces the exam experience with timed practice, scores and review of every answer.

How does the AI-Enabled practice work?

Study4Pass is the 1st AI-Enabled exam practice website. The core preparation is a real question bank built by humans; on top of it, every practice question carries an "Ask AI for More Explanation" panel that sends the question, its options and the official explanation to your own ChatGPT, Gemini, Claude or Copilot account. Use it to understand the concept behind a question you missed — AI is for understanding the concept, not a replacement for core preparation.

How should I prepare for a Databricks exam?

Pick the exact exam you plan to sit, work through its questions in study mode first and read every explanation, use Ask AI on the concepts that do not click, then switch to timed tests to check exam readiness. Repeat the topics you score lowest on until your practice scores are consistent.

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