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Microsoft DP-700 Exam Questions
Microsoft weights all three parts of DP-700 at 30 to 35%, which is a way of saying none is the small one. The ranges overlap completely, so there is no steer about where a spare week goes and no section to leave until the night before. What it does tell you is the shape of the work, ingesting and transforming data, managing and securing the solution, then keeping it running. Working DP-700 exam questions across all three at once sits closer to how the paper behaves than finishing one area at a time. Anyone booked should be rotating between them. Anyone still deciding should know the certification lasts a year before renewal.
| Exam name | Implementing Data Engineering Solutions Using Microsoft Fabric |
| Exam code | DP-700 |
| Certification | Fabric Data Engineer Associate |
| Time allowed | 100 minutes |
| Passing score | 700 on a scale of 1 to 1000. Scaled, so it is not 70% of the questions. |
| Languages | English, Japanese, Chinese (Simplified), German, French, Spanish, Portuguese (Brazil) |
| Exam format | Proctored through Pearson VUE, with interactive components |
| Exam cost | USD 165 (Price vary by region) |
| Retake policy | 24 hours after a first failure, then 14 days between every attempt after that. Five attempts in the 12 months from your first, and each one is paid for. |
| Certification validity | One year, renewed free through an unproctored online assessment on Microsoft Learn in the six months before it expires |
| Practice questions in our bank | 142 |
| Questions on the real exam | 40 |
DP-700 Exam Practice Questions
Each of these came from a different one of the three skill areas, which is how the real paper is put together.
You have a Fabric workspace that contains a lakehouse named Lakehouse1. Lakehouse1 contains a table named Table 1. You need to ensure that a user named User 1 can view only specific rows in Table1. What should you do first?
Correct Answer: A
You have a Fabric workspace named Workspace1 that is connected to a GitHub repository named repo1. Workspace1 contains the items shown in the following table.
You modify Semantic model 1, Semanticmodel2, and Report2.
You need to commit the changes to repo1.
What is the minimum number of commits you should perform?
Correct Answer: C
You have a Fabric workspace that contains a takehouse and a semantic model named Model1.
You use a notebook named Notebook1 to ingest and transform data from an external data source.
You need to execute Notebook1 as part of a data pipeline named Pipeline1. The process must meet the following requirements:
* Run daily at 07:00 AM UTC.
* Attempt to retry Notebook1 twice if the notebook fails.
* After Notebook1 executes successfully, refresh Model1.
Which three actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.
Correct Answer: A, C, E
You need to recommend a solution to resolve the MAR1 connectivity issues. The solution must minimize development effort. What should you recommend?
Correct Answer: B
You have a Fabric warehouse named DW1 that contains a Type 2 slowly changing dimension (SCD) dimension table named DimCustomer. DimCustomer contains 100 columns and 20 million rows. The columns are of various data types, including int, varchar, date, and varbinary.
You need to identify incoming changes to the table and update the records when there is a change. The solution must minimize resource consumption.
What should you use to identify changes to attributes?
Correct Answer: D
DP-700 Exam Skills Measured and Weightings
Microsoft splits DP-700 into three skill areas and gives each of them the same weight, so the outline sorts the work without ranking it. The percentages below are Microsoft's, from its published skills outline.
Implement and manage an analytics solution
30–35%The administrative third, and the one engineers coming from pipeline work underestimate. Workspace settings for Spark, domains, OneLake and Airflow, then lifecycle management through version control and deployment pipelines. Security is the dense part, running from workspace access down through row, column, object and file level controls, dynamic data masking, sensitivity labels and audit logs.
Ingest and transform data
30–35%Batch and streaming, treated as two separate disciplines that happen to share a section. The recurring question is which tool, since Dataflows Gen2, notebooks, KQL and T-SQL can all transform the same data and only one of them is right for a given situation. Loading patterns, full against incremental, sit underneath all of it.
Monitor and optimize an analytics solution
30–35%What you do once something is built and behaving oddly. Monitoring ingestion, transformation and semantic model refresh, then a long list of errors to identify and resolve, one per Fabric item type. Optimization closes it, covering Lakehouse tables, pipelines, warehouses, Eventstreams, Spark and queries, each with its own idea of what slow means.
Official Revisions by Microsoft
July 21, 2026 — : Current skills outline. Microsoft records minor changes to configuring Fabric workspace settings, with the audience profile and the first skill area left as they were.
Checked 2026 — : The three areas and their 30 to 35% weightings are unchanged from the current outline, and Microsoft has announced no successor exam.
Source: Microsoft's DP-700 study guide and skills outline. Our question bank is updated to match each revision.
What the DP-700 Exam Really Tests, and How
Most questions here ask for a choice rather than a fact. Which of four tools should transform a given dataset. Which access control belongs at which level. Which Fabric item is producing the error you have been shown. Microsoft builds every set with a defensible wrong answer in it, and the interactive components go further, putting you in front of the thing itself.
Choosing between four tools that all work
Tested via: scenario-based multiple-choice questionsIngest and transform data is a third of the exam and this decision runs through most of it. Dataflows Gen2, notebooks, KQL and T-SQL will all transform a dataset, and Microsoft names the choice as a skill in its own right rather than assuming it. Volume, latency, who maintains it afterwards and which engine the data already sits in are what separate them. The same pattern repeats a level up, choosing between a dataflow, a pipeline and a notebook to orchestrate the work.
Where an access control has to live
Tested via: scenario-based multiple-choice questionsSecurity is the densest part of the first area, and it is layered deliberately. Workspace access, item access, then row, column, object and folder or file level controls, with dynamic data masking and sensitivity labels alongside them and OneLake security underneath. A requirement described in one sentence usually has exactly one level where it belongs, and putting it a layer too high or too low is how the plausible wrong answers are built.
Batch and streaming as separate habits
Tested via: scenario-based multiple-choice questionsMicrosoft lists ingesting batch data and ingesting streaming data as different skills, and the exam keeps them apart. Batch brings shortcuts, mirroring, denormalisation and the handling of duplicate, missing and late-arriving rows. Streaming brings Eventstreams, Spark structured streaming, KQL and windowing functions, plus a choice of engine before any of it. Late-arriving data is where the two meet, since it is a batch problem caused by a streaming reality.
Which Fabric item is actually failing
Tested via: scenario-based multiple-choice questions and interactive componentsThe monitoring and optimisation third lists errors per item type, pipelines, Dataflow Gen2, notebooks, Eventhouses, Eventstreams, T-SQL and OneLake shortcuts, each named separately. That structure is the hint. A described failure is rarely ambiguous about where it sits once you know what each item can go wrong in, and the answer is usually the fix for that item rather than a general one. Configuring alerts and monitoring semantic model refresh sit in the same area, and they are the quiet half of it.
Making something slow go faster, per engine
Tested via: scenario-based multiple-choice questionsOptimisation is listed six ways, covering Lakehouse tables, pipelines, warehouses, Eventstreams and Eventhouses, Spark, and queries. Each has its own reasons for being slow, so there is no single tuning answer that travels between them. Lifecycle management sits nearby and is easy to miss, since version control, database projects and deployment pipelines are examined as skills rather than as background. Version control in particular gets treated as somebody else's concern until a question makes it yours.
How to Pass the DP-700 Exam on Your First Attempt
Failing here is cheaper in time than most exams and no cheaper in money. Microsoft lets you sit again after 24 hours, then 14 days between every attempt after that, capped at five in the 12 months from your first, and you pay each time.
- Run a full set cold, before revising. With all three areas weighted the same there is no obvious place to start, so your own miss pattern is the only ranking available. It is also the ranking that matters.
- Rotate the three areas rather than finishing one. The exam mixes them, and the tool-choice questions in particular reach across areas. Studying ingestion to completion before opening security produces a candidate who is strong in thirds.
- Take every miss to Microsoft Learn. The skills outline is numbered, so a miss maps to a named skill and the documentation behind it. Our questions carry no written explanations, which is why the outline is the thing to keep open beside them.
- Practise in Fabric itself, not only on paper. The exam carries interactive components, and a trial workspace costs nothing. Configuring OneLake security once teaches more than reading about the four levels three times.
What to Look for in DP-700 Practice Questions
and Why Prefer Pass4Success Practice Material
Fabric moves faster than most products a certification is built on, and Microsoft revised this outline as recently as July 2026. What that does to practice material is quiet rather than obvious, since a question about a feature that has since been renamed or absorbed still looks perfectly reasonable on the page.
Current with the July 2026 skills outline
Microsoft dates its outlines and records what changed, so currency is checkable rather than a matter of trust. Fabric itself changes between those revisions too, which is the part no outline date captures.
✓ Ours: the bank is reviewed on a regular cycle against the outline and against how the exam is being tested, rather than only when Microsoft publishes a revision. The date of the last review is in the table above.
Visible before you decide
Fabric certifications attracted a large amount of material very quickly after launch, and speed to market is not the same as accuracy. A few questions will tell you which kind you are looking at.
✓ Ours: a free demo of both formats before anything is paid for. The samples above are drawn from the same bank as the full set.
Something for the desk and something for the clock
A hundred minutes with interactive components in it rewards having practised under time, while the tool-choice material is better absorbed slowly with the documentation open next to it.
✓ Ours: one purchase covers the PDF and the practice test, which runs browser-based or as a Windows desktop version.
Even coverage, because the exam is evenly weighted
Where a syllabus has a light section, a thin bank can get away with skimping on it. This one has no light section, so a set that concentrates on ingestion leaves a third of the exam thinly covered.
✓ Ours: 142 DP-700 exam questions across all three skill areas.
A price weighed against a resit and a year
Every attempt is paid for, and the certification it earns runs a year before it needs renewing. Preparation is worth measuring against both numbers rather than against what another provider charges.
✓ Ours: USD 69 prep material versus USD 165 retake, plus the wait before you're even allowed to rebook. That math makes getting it right the first time the cheaper path.
DP-700 Exam Discussion: What Recent Candidates Say
Most of what follows is about the interactive components, since they are the part nobody can rehearse from a PDF. The rest tends to be arguments about which of the three areas was heaviest on the day. Add yours once you have sat it.
Frequently Asked Questions
How long is the DP-700 exam and how many questions are on it?
DP-700 runs for 100 minutes. Microsoft does not publish a question count for any of its exams, so the number varies and is not something you can plan around. The paper includes interactive components as well as standard questions, and those take longer per item than a straightforward multiple choice.
What is the passing score for the DP-700 exam?
The passing score is 700 on a scale of 1 to 1000. It is a scaled score rather than a percentage, so 700 does not mean 70% of questions answered correctly. Microsoft adjusts the requirement to the difficulty of the question set you receive, which is why practising to a percentage target is misleading.
What does the DP-700 exam cover?
DP-700 covers three areas, each weighted 30 to 35%. Implement and manage an analytics solution takes in workspace settings, lifecycle management, security and orchestration. Ingest and transform data covers loading patterns and both batch and streaming work. Monitor and optimize an analytics solution covers monitoring, error resolution and performance tuning across Fabric items.
Which certification does the DP-700 exam earn?
Passing DP-700 earns the Microsoft Certified: Fabric Data Engineer Associate certification. It is a single-exam certification, so nothing else is required alongside it. Microsoft titles the exam itself Implementing Data Engineering Solutions Using Microsoft Fabric, which is why the exam name and the certification name are different.
Which languages and tools does the DP-700 exam expect you to know?
Microsoft names SQL, PySpark and Kusto Query Language in its audience profile for DP-700. The exam also expects you to choose between Dataflows Gen2, notebooks, KQL and T-SQL for a given transformation, which is treated as a skill in its own right rather than as background knowledge.
How long is the Fabric Data Engineer Associate certification valid?
It lasts one year from the date you pass DP-700. Microsoft renews role-based certifications free through an unproctored, open-book assessment on Microsoft Learn, taken in the six-month window before expiry, and you can attempt that assessment as many times as you need. The renewal is shorter than the exam and focuses on what has changed.
Can I retake the DP-700 exam if I fail?
A second attempt can follow 24 hours after the first. From there Microsoft requires 14 days between attempts, and caps you at five attempts in the 12 months from your first sitting. Each attempt is paid for. Failing all five means waiting until 12 months after that first attempt before trying again.
Where does DP-700 fit in the Microsoft certification path?
DP-700 sits at associate level in Microsoft's data platform track. There are no prerequisites, though the audience profile assumes real experience with data loading patterns and orchestration rather than a first exposure to them. Fabric analytics engineer and Azure data engineering credentials cover neighbouring ground for people whose work leans toward modelling or Azure services.
What are the most common mistakes on the DP-700 exam?
Revising one area to completion before starting the next is the structural mistake, since all three carry the same weight and the questions cross between them. The second is learning what each transformation tool does without learning when to choose it. The third is preparing entirely on paper when the exam has interactive components in it.
Is the DP-700 exam hard?
It is an intermediate exam with no easy third to coast through, which is what makes it feel harder than its level suggests. Candidates who work in Fabric daily tend to find ingestion and monitoring familiar and the security layering less so. The tool-choice questions are the ones that separate people, because several answers usually work and only one is right for the situation described.
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Full access to all 142 DP-700 questions, in both the PDF and the practice test.
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Microsoft dates its skills outlines and records what moved, so this page is held against a specific one, the version dated July 21, 2026, and rechecked when the next appears. The bank keeps a separate cycle because Fabric ships changes between outline revisions, and a feature renamed in the product will reach the exam long before it reaches the outline. When a revision does land, the areas it touches are re-checked first and the date above moves.