Microsoft · Fabric Data Engineer Associate

Azure Data Engineer

Exam DP-700

Microsoft's data engineering certification moved with the platform: the old DP-203 exam and its Azure Data Engineer Associate credential retired on March 31, 2025, and the role is now earned through Exam DP-700 — Microsoft Certified: Fabric Data Engineer Associate. It validates that you can build, secure, and operate analytics solutions on Microsoft Fabric using SQL, PySpark, and KQL. For data professionals, this badge is the line on a résumé that gets you past automated screens — and a failed attempt means a 24-hour wait, a second exam fee, and a delayed promotion or job offer. This page breaks down exactly what the current exam tests, how it's delivered, and how to pass it the first time.

~100 min
~40–60 Questions
700 to Pass
Center or Online

Pay Only After You Pass

No upfront fee — you settle only after your verified passing score. We advertise guaranteed results — 100% pass guaranteed or money back.

Exam Spec Sheet

Provider Microsoft
Exam code DP-700
Credential Fabric Data Engineer Associate
Format ~40–60 questions · 3 domains
Duration ~100 minutes seat time
Scoring 1–1000 · 700 to pass
Fee ~$165 USD (varies by region)
Proctoring Pearson VUE / OnVUE
Validity 1 year · free online renewal
Languages English + 6 more
See Azure Exam Help Options

EXAM FORMAT

How Exam DP-700 is built — at a glance

Heads up — the exam changed. The legacy DP-203 (Data Engineering on Azure) exam retired on March 31, 2025, along with its Azure Data Engineer Associate credential. The current data engineering certification is earned through Exam DP-700, which is built around Microsoft Fabric rather than the older Synapse, Data Factory, and Databricks stack. Everything below reflects the live DP-700 exam.

3

Equally-weighted domains

Implement & manage solutions, ingest & transform data, and monitor & optimize — each accounting for roughly 30–35% of your score, so no single area carries you.

3

Languages you must know

SQL, PySpark, and KQL (Kusto Query Language). Questions expect you to read and reason about real code, not just recall service names.

700

Scaled score to pass

Results are scaled from 1 to 1000; 700 is the pass mark set by Microsoft. It is not a flat 70% — harder items are worth more.

Timing & question types

You get 100 minutes of testing time, typically across roughly 40–60 items including at least one case study. Expect a mix of multiple choice, multiple response, drag-and-drop ordering, and scenario-based questions. If English isn't your first language and the exam is offered in English in your region, you can request an extra 30 minutes.

Split-screen Microsoft Learn

As a role-based exam, DP-700 gives you limited, split-screen access to Microsoft Learn documentation during the test. It's useful for confirming exact syntax or a property name — but the clock keeps running, so you won't have time to research most answers. You need to walk in already knowing the material.

WHAT'S TESTED

Three domains — bars show each domain's published weight on Exam DP-700

1

Implement & manage an analytics solution

30–35%

Configure Fabric workspace, Spark, OneLake, and Dataflows Gen2 settings; implement lifecycle management with version control and deployment pipelines; apply workspace, item, row, column, and OneLake security plus dynamic data masking; orchestrate with notebooks, pipelines, and triggers.

2

Ingest & transform data

30–35%

Design full and incremental load patterns; ingest with pipelines, mirroring, and OneLake shortcuts; transform batch data with PySpark, SQL, and KQL; process streaming data with Eventstreams, Spark structured streaming, and windowing functions; handle duplicate, missing, and late-arriving data.

3

Monitor & optimize an analytics solution

30–35%

Monitor ingestion, transformation, and semantic-model refresh; configure alerts; identify and resolve pipeline, Dataflow Gen2, notebook, Eventhouse, Eventstream, and T-SQL errors; optimize lakehouse tables, warehouses, Spark, Eventstreams, and query performance.

Because the three domains are weighted almost evenly, a lopsided profile can cap your total. Strong ingestion skills won't rescue you if you can't secure a workspace or debug a failing Eventstream. The published 30–35% ranges mean roughly a third of your questions come from each area — plan your prep the same way.

DELIVERY & PROCTORING

Two ways to sit the exam — and what to expect on test day

At a Pearson VUE test center

You schedule DP-700 through Pearson VUE and sit it in a quiet, monitored room. Staff verify your government-issued ID, store your belongings, and supervise the session. Scratch material and the on-screen split with Microsoft Learn are provided. The exam fee is about $165 USD, scaled to the country in which you test.

Online, proctored via OnVUE

You take the exam from a private room at home through Pearson VUE's OnVUE remote proctoring. Beforehand you run a system compatibility check, complete a webcam room scan, and pass a government photo ID verification. A live proctor monitors you for the full session, and no notes, second monitors, or other people are allowed in the room.

ID & identity check

A valid, unexpired government photo ID with a name that matches your Microsoft Learn / Pearson VUE profile exactly. The proctor captures photos before the exam unlocks.

Environment scan

A clear desk, no second monitor, no phone within reach, and a full webcam scan of the room. No one else may enter while the exam is in progress.

During the exam

Stay in frame and on-camera the whole time. Talking aloud, leaving the seat, or losing connection can flag the session. Register with a personal Microsoft account so your records survive a job change.

WHO SHOULD TAKE THIS

DP-700 is built for working data professionals on Fabric

  • Data engineers building pipelines and lakehouses on Microsoft Fabric
  • ETL / analytics engineers and BI developers moving to the Fabric stack
  • DP-203 holders re-credentialing on the current Fabric exam
  • SQL / Python developers stepping into a data engineering role
  • Consultants and architects who need a verifiable Fabric credential

PREREQUISITES & DIFFICULTY

No mandatory prerequisites — but it's an intermediate exam

  • No required certification — but it's an intermediate role-based exam
  • Hands-on data loading, transformation, and orchestration experience
  • Working fluency in SQL, PySpark, and KQL
  • Familiarity with Fabric lakehouses, warehouses, and Real-Time Intelligence

Difficulty: DP-700 is hard because it's broad and code-aware. You must reason across three query languages and a fast-moving Fabric platform, debug failing pipelines under time pressure, and choose between near-identical services. Candidates without recent hands-on Fabric work most often stumble here — which is exactly the pressure point our help is built to remove.

HOW EXAM ASSIST HELPS YOU PASS DP-700

DP-700 is a broad, code-heavy exam sitting between you and a promotion, a job offer, or a partner requirement. Exam Assist pairs you with a vetted Fabric data engineering specialist and works on a pay-after-you-pass model — so the risk sits with us, not you. No upfront fee, guaranteed results: Exam Assist handles the sitting end to end, and you settle only after the verified result.

1

Share your exam details

Tell us the exam (DP-700), your delivery method (center or OnVUE), test date, and deadline. Takes a couple of minutes over WhatsApp, Telegram, or Discord.

2

Get an honest feasibility answer

We review your timeline and target and tell you plainly whether it's realistic — before any money is discussed. If it isn't a fit, we say so.

3

The sitting is handled

Exam Assist handles the sitting end to end. You're matched with a Fabric specialist who maps the work around the three domains, the SQL/PySpark/KQL question types, and the OnVUE environment — discreetly and confidentially.

4

Settle after the verified result

You only pay once your passing score is confirmed on your official Microsoft transcript. No verified result, nothing owed.

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FREQUENTLY ASKED

Straight answers about the Azure Data Engineer exam (DP-700)

Is the DP-203 Azure Data Engineer exam still available? +
No. Microsoft retired Exam DP-203 (Data Engineering on Azure) on March 31, 2025, and the Azure Data Engineer Associate credential it led to was retired with it. The current path to the data engineering role-based certification is Exam DP-700, which earns the Microsoft Certified: Fabric Data Engineer Associate credential on the Microsoft Fabric platform.
What score do I need to pass Exam DP-700? +
Microsoft scores DP-700 on a scale of 1 to 1000, and you need 700 or higher to pass. The 700 mark is set by Microsoft and is not a simple 70% of questions correct — it's a scaled score, so a balanced performance across all three domains is the safest way to clear the bar.
How long is the DP-700 exam and how many questions are there? +
You have 100 minutes of testing time for DP-700, typically facing roughly 40 to 60 items including at least one case study. Question formats include multiple choice, multiple response, drag-and-drop ordering, and scenario-based items. If English isn't your first language and the exam is offered in English in your region, you can request an extra 30 minutes.
Can I take DP-700 online from home? +
Yes. DP-700 is delivered through Pearson VUE, either at a physical test center or online from home via OnVUE remote proctoring. The online option requires a webcam, a stable internet connection, a clear and private room, a system compatibility check, and a government photo ID verification before the exam unlocks.
Do I need to know DP-203 topics for DP-700? +
Not directly. DP-700 is built around Microsoft Fabric rather than the older Synapse, Data Factory, and Databricks stack that DP-203 emphasized. You should be comfortable transforming data with SQL, PySpark, and KQL, and working with Fabric features such as lakehouses, pipelines, Dataflows Gen2, Eventstreams, and OneLake. General data engineering experience transfers, but the tooling is Fabric-specific.
Does the Fabric Data Engineer certification expire? +
Yes. Like other Microsoft associate-level certifications, the Fabric Data Engineer Associate credential expires and must be renewed annually. Renewal is free: you pass a short, open-book online assessment on Microsoft Learn within the six-month window before your certification expires.
Do I pay Exam Assist before or after I see my result? +
You settle only after your verified passing result is confirmed. There is no upfront fee — you share your exam details, receive an honest feasibility answer, and decide before any money changes hands. We advertise a guaranteed pass with money back if you do not pass; we offer a transparent, results-first arrangement.
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