NewDP-700 Fabric Data Engineer practice is live

Certification practice that teaches you why.

Exam-style questions for Microsoft Azure and Fabric certifications, written to the official skills outlines, with detailed explanations, study notes and a tutor that keeps returning to your weak spots.

  • 10 questions per exam, no sign-up
  • Original questions — never dumps
  • Human-reviewed
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DP-700 · PracticeQuestion 12 of 95

Data scientists must read one folder in a Lakehouse's Files section using PySpark, and nothing else in the workspace. Which security feature fits best?

Pick an answer — you'll see why each option is right or wrong.

Why Gyan AI

Everything you need to walk in ready

Not just a question bank. A study system built around how the exam is actually structured.

Mapped to the official skills outline

Every question belongs to a skill area in Microsoft's published outline, so you always know which part of the exam you're working on.

DP-700 · official domain weights

Implement & manage30–35%
Ingest & transform30–35%
Monitor & optimize30–35%

Explanations that teach

Understand the reasoning, so a reworded question on exam day doesn't catch you.

OneLake roles apply to every engine, PySpark included.
Row-level security only covers SQL queries.

Exam mode

Rehearse the real thing

Timed sessions, one question at a time. Flag questions to revisit, move with the keyboard, and pick up where you left off if the page closes. Results break down by exam domain.

DP-700 · Exam mode42:18
AnsweredFlagged← → 1–4 F

Result by domain

Implement & manage80%
Ingest & transform71%
Monitor & optimize83%

Betal, the tutor that doesn't let go

Betal tracks your accuracy per topic and builds sessions around what you keep getting wrong, until you don't.

Focus for today

Implement mirroring

Start session

Readiness and notes, per skill

Narad shows where you stand on each skill area; short notes cover the concepts and memory hooks for each.

Note · AZ-900 · Describe cloud computing

“CapEx = cash upfront. OpEx = ongoing expenses.”

How it works

Three steps to exam-ready

  1. 1

    Pick your exam

    Choose a certification and see its official domains and how much each one weighs.

  2. 2

    Practise and learn

    Work through exam-style questions. Every answer comes with an explanation, so mistakes turn into understanding.

  3. 3

    Close the gaps

    Betal brings back your weak topics and Narad tracks your readiness as you master each area.

Original, never dumps

Leaked exam content breaks Microsoft's exam agreement and can cost you the certification. Every question here is original.

Checked twice

Each question passes an AI critic audit for wrong or ambiguous answers, then a human review, before it is published.

Kept current

When Microsoft revises an exam outline, we re-audit the bank against it.

Questions, answered

How much does Gyan AI cost?

Plans and pricing are being finalised. You can try 10 questions from every exam right now, no sign-up needed.

Are these the real exam questions?

No, and you should be wary of anyone who says theirs are. Real exam content is confidential under Microsoft's exam agreement, and using leaked "dumps" can get a certification revoked. Our questions are original and written to the published skills outline.

How is this different from Microsoft Learn's free practice assessment?

Use both. Microsoft's assessment is a great baseline. Gyan AI adds a larger question set per exam, detailed explanations, short study notes for each skill area, per-topic mastery tracking, and a tutor that brings back what you keep missing.

Do the questions follow the current exam outline?

Each question is mapped to a skill area in Microsoft's published outline, and we re-audit the bank whenever Microsoft revises an exam.

Which exams are covered?

AZ-900, AZ-104, DP-900, DP-600 and DP-700 today, plus AI-900. Microsoft retired AI-900 in June 2026; we keep its AI and generative-AI questions live as preparation for AI-901 until AI-901 practice is ready. AWS, Google Cloud, Snowflake, Databricks and AI-901 are next.

Does it work on my phone?

Yes. Gyan AI runs in any modern browser and can be installed to your home screen like an app.

Your next certification starts here

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