Databricks GenAI Engineer (Databricks Certified Generative AI Engineer Associate) — Free Online Mock Test

Databricks GenAI Engineer exam at a glance

Databricks GenAI Engineer key facts & eligibility

Who is eligible for Databricks GenAI Engineer?

No prerequisite required; Databricks recommends about six months of hands-on experience building generative-AI solutions.

Last verified July 2026 against Databricks — Generative AI Engineer Associate. Always confirm current details on the official website before you register.

Databricks GenAI Engineer section breakdown

The Databricks GenAI Engineer mock test on Wrexa Edge replicates the real exam's section structure — same names, same question count per section, same time limits. No inter-section breaks — the timer runs continuously.

• Databricks GenAI Engineer (50 Q)
  50 questions · 90 minutes · ~108 sec/question

Databricks GenAI Engineer scoring & marking scheme

Strategy: Databricks GenAI Engineer has no negative marking. Attempt every question — blank answers cost you potential marks but cannot pull your score down.

Scale: Databricks GenAI Engineer (pass 700/1000).

How Databricks GenAI Engineer is conducted

• Mode
  Proctored — Wrexa Edge mirrors this with a webcam-based proctoring flow (face detection, room scan, fullscreen lock, tab-switch detection).
• Test format
  Linear / fixed-form — every candidate sees the same number of questions per section.
• Backtracking
  Allowed — you can revisit and change answers within a section.
• Mark for review
  Available — flag tough questions and return to them before submitting the section.

Databricks GenAI Engineer time strategy

With 50 questions in 90 minutes, you have about 108 seconds per question on average. Successful candidates aim for the following pacing on each section:

• Databricks GenAI Engineer (50 Q)
  Target ~108 sec/question. If a question takes more than 162 seconds, mark for review and move on.

Wrexa Edge's analytics show your actual time-per-question after every mock so you can spot which sections you're losing time on.

Databricks GenAI Engineer topics covered

Across the 50 Wrexa Edge variants of Databricks GenAI Engineer, the following topics appear most often (sample distribution from one variant):

Databricks GenAI Engineer (50 Q)

• Databricks — Delta Lake · 3
• Databricks — Architecture · 3
• Databricks — Ingestion · 3
• Databricks — Streaming · 3
• Databricks — DLT · 3
• Databricks — Performance · 2
• Databricks — Workflows · 2
• Databricks — Unity Catalog · 2

Databricks GenAI Engineer difficulty calibration

Advanced tier. Advanced-level: high-stakes exam with rigorous content depth. Expect 4-8 months of structured prep.

Databricks · 45 Q in 90m. Design GenAI apps — RAG, LangChain, vector search, Mosaic AI Model Serving, evaluation, governance & deployment. · Official language: English.

Verified content — Wrexa Edge's Databricks GenAI Engineer bank has been deeply curated with real exam-aligned content (estimated 100% syllabus coverage).

How Wrexa Edge prepares you for Databricks GenAI Engineer

• Real test-day interface
  Our cert skin mirrors the actual Databricks GenAI Engineer testing software — same timer, palette, tools, and navigation.
• 50 distinct variants
  2500 unique practice questions, each variant a fresh test — not just shuffled options.
• Detailed analytics
  Scaled score, section accuracy, topic-wise heatmap, time-per-question — see where to focus after every attempt.
• Spaced repetition (Notebook)
  Wrong answers and flagged questions flow into an SM-2 spaced-repetition deck so you actually retain what you learn.
• Optional proctoring
  Browser-based face-api detection (no install) — turn it on to simulate real Databricks GenAI Engineer test-day conditions.
• Free to start
  No credit card. Sign up, pick a variant, and your first Databricks GenAI Engineer mock starts in under a minute.

Expert take: what Databricks GenAI Engineer really tests

The Databricks Certified Generative AI Engineer Associate validates the ability to design and build generative-AI/LLM applications on Databricks — including retrieval-augmented generation (RAG), prompt engineering, vector search, deployment and governance. It has 45 scored multiple-choice questions in 90 minutes with a passing score of about 70%, and the certification is valid for two years. Code is largely in Python.

Databricks GenAI Engineer study plan

A phase-by-phase roadmap from your first concept to test-ready. Stretch or compress each phase to fit the time you have before your attempt.

Where Databricks GenAI Engineer can take you

A strong Databricks GenAI Engineer result opens up these careers and higher-study paths:

• Generative-AI engineer
  Validates the ability to build LLM applications on the Databricks platform.
• 2-year validity
  Renew by taking the current exam version.

Best books & official prep for Databricks GenAI Engineer

• Databricks Generative AI Engineer learning path — Databricks
  The official learning path covers RAG, deployment and governance.
• GenAI on Databricks practice — Various
  Practise RAG, vector search, prompt engineering and evaluation.

Official practice: Prepare from the official Databricks Generative AI Engineer learning path; build hands-on experience with RAG, vector search and model deployment on Databricks.

Previous-year papers: Databricks publishes an exam guide and sample questions.

Frequently asked questions

What is the Databricks GenAI Engineer exam pattern?

Databricks Certified Generative AI Engineer Associate contains 50 questions across 1 section: Databricks GenAI Engineer (50 Q). Total duration is 90 minutes (about 108 seconds per question).

Does Databricks GenAI Engineer have negative marking?

No — Databricks GenAI Engineer has no negative marking. Each correct answer is worth 1 mark, so attempt every question.

How is Databricks GenAI Engineer scored?

Scaled score range: 100 to 1000. Databricks GenAI Engineer (pass 700/1000).

How can I practise Databricks GenAI Engineer online for free?

Wrexa Edge gives you 10 free full-length Databricks GenAI Engineer mock tests — with instant scoring, detailed explanations and analytics — plus 40 more with Pro. Start practising in under a minute, no card required.

What is the difficulty level of Databricks GenAI Engineer?

Databricks GenAI Engineer is rated Advanced difficulty on Wrexa Edge. Advanced-level: high-stakes exam with rigorous content depth. Expect 4-8 months of structured prep. Databricks · 45 Q in 90m. Design GenAI apps — RAG, LangChain, vector search, Mosaic AI Model Serving, evaluation, governance & deployment. · Official language: English.

How long is the Databricks GenAI Engineer exam?

Databricks GenAI Engineer runs for 90 minutes total. On Wrexa Edge the timer is enforced exactly as on the real exam — including no inter-section breaks.

What topics are covered in Databricks GenAI Engineer?

Databricks GenAI Engineer is split into: Databricks GenAI Engineer (50 Q). Each section is timed and weighted separately. Databricks · 45 Q in 90m. Design GenAI apps — RAG, LangChain, vector search, Mosaic AI Model Serving, evaluation, governance & deployment. · Official language: English.

What tools or aids are allowed during Databricks GenAI Engineer?

No special tools are required. Note: real exam is proctored — Wrexa Edge mirrors this with a webcam-based proctoring flow you can enable.

Is the Databricks GenAI Engineer test adaptive?

No — Databricks GenAI Engineer is a fixed-form (linear) test. Every candidate sees the same number of questions per section.

How many Databricks GenAI Engineer mock tests does Wrexa Edge offer?

Wrexa Edge generates 50 distinct Databricks GenAI Engineer variants — each with different question content, not just shuffled options — the first 10 free for everyone and 40 more with Pro. That's 2500 unique practice questions in the real test-day interface.

Is there a free Databricks GenAI Engineer test series 2026?

Yes. The Wrexa Edge Databricks GenAI Engineer test series for 2026 gives you 10 free full-length mock tests (50 in total) plus subject-wise and topic-wise tests — instant scoring and detailed analysis, no card required.

Are Databricks GenAI Engineer previous year question–style papers included?

Every Databricks GenAI Engineer mock is modelled on the official exam pattern and the style of previous years' papers — the same 50-question structure, sections and marking — so your practice mirrors the real paper you'll sit.

Which is the best free Databricks GenAI Engineer mock test online?

Wrexa Edge's Databricks GenAI Engineer mock test replicates the real exam interface, timing and marking scheme, with instant score, section-wise analysis and 50 fresh variants — a strong free choice for 2026 preparation.

Can I take the Databricks GenAI Engineer mock test on mobile?

Yes. Databricks GenAI Engineer mock tests run in any browser on mobile, tablet or desktop — no app or download needed. Start on your phone and your progress and analytics sync when you sign in.

What is the Databricks GenAI Engineer syllabus?

The Databricks GenAI Engineer syllabus maps to its 1 section: Databricks GenAI Engineer (50 Q). Wrexa Edge's mock tests cover the complete syllabus topic by topic — see the topics-covered breakdown above — so you practise every area at real exam difficulty.

What is the eligibility for Databricks GenAI Engineer?

Eligibility for Databricks GenAI Engineer — age, qualification and number of attempts — is set by the official conducting body and can change each cycle, so always confirm the current official notification before applying. Wrexa Edge focuses on realistic Databricks GenAI Engineer practice: 10 free full-length mocks in the exact exam pattern, ready whenever you are.

When is the Databricks GenAI Engineer exam and how should I prepare?

Official Databricks GenAI Engineer exam dates are announced by the conducting body for each cycle — check the latest notification for the current schedule. To be ready, follow a phased study plan and take full-length timed mocks; Wrexa Edge gives you 10 free Databricks GenAI Engineer mocks with instant scoring so you can track your readiness week by week.

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