Updated for 2026 Exam Objectives

DP-700 Practice Test

Implementing Data Engineering Solutions Using Microsoft Fabric

DP-700 tests whether you can actually build and run a production analytics solution in Microsoft Fabric β€” workspace governance, batch and streaming ingestion, and item-level monitoring and optimization β€” not just recognize Fabric feature names.

Our 500 scenario-based questions cover the full DP-700 blueprint across three domains: implementing and managing an analytics solution (Spark and OneLake workspace settings, version control and deployment pipelines, workspace/item/row/column/object/folder-level access controls, dynamic data masking, sensitivity labels, audit logs, OneLake security, and orchestration with Dataflow Gen2, pipelines, and notebooks), ingesting and transforming data (full and incremental loading patterns, dimensional model preparation, streaming loads, OneLake shortcuts, mirroring, transforming data with PySpark/SQL/KQL, denormalizing and aggregating data, and streaming ingestion with Eventstreams, Spark structured streaming, and windowing functions), and monitoring and optimizing an analytics solution (monitoring ingestion, transformation, and semantic model refresh, configuring alerts, identifying and resolving pipeline/Dataflow/notebook/Eventhouse/Eventstream/T-SQL/shortcut errors, and optimizing Lakehouse tables, pipelines, warehouses, Eventstreams, Spark, and query performance). Every question is grounded against live Microsoft Fabric and Microsoft Learn documentation.

Start Free Practice β€” 40 Questions

No credit card required. Upgrade to full 500 questions for $19.99 when ready.

500 Exam-Style Questions
7-Day Money-Back Guarantee

Is this for you?

Your DP-700 exam is in the next 2-4 weeks
You've studied the concepts but aren't sure you'll pass
You want questions harder than the real exam
You want to understand why answers are correct, not just memorize

This is NOT for you if:

You're looking for braindumps or exam leaks
You haven't started studying the concepts yet
Most successful candidates start practice 2-3 weeks before their exam
Updated for the latest exam blueprint

DP-700 Exam Details

What to expect on exam day

Questions

40

Duration

100 minutes

Passing Score

700

Exam Cost

$165

Exam Domains Covered

Master all topics tested on the DP-700 exam

1

Implement and manage an analytics solution

2

Ingest and transform data

3

Monitor and optimize an analytics solution

Test Yourself Right Now

Try 5 real practice questions β€” no signup needed

🎯

5 Free DP-700 Questions

See how ready you are for the DP-700 exam. Each question includes a detailed explanation so you learn as you go.

No account requiredTakes 2-3 minutesInstant results

Sample DP-700 Practice Questions

10 real questions from the free DP-700bank. Pick an answer in your head, then open β€œShow answer” for the explanation.

  1. 1. A data engineer without the workspace Admin role wants to change the default Spark pool used by notebooks in a workspace. What happens when they try to open Spark settings in Workspace settings?

    • A. They can view but not modify Spark Compute settings, since changing Spark settings for a workspace requires the Admin role
    • B. They can freely change the default pool, since Spark settings are open to workspace roles
    • C. They can change the default pool if they are a Contributor, but not if they are a Member
    • D. They can change the default pool during active Spark sessions
    Show answer

    Correct answer: A

    Making changes to Spark settings in a workspace requires the Admin role for that workspace. Option B is incorrect since access is role-restricted, not open to everyone. Option C inverts the actual requirement - Contributor is a lower privilege than Member, and neither has this right without Admin. Option D describes no real Fabric restriction tied to active sessions.

  2. 2. A domain admin for the Marketing domain wants to rename the domain and add a colleague as a second domain admin. Can the domain admin perform both actions themselves?

    • A. No, a domain admin can update the domain description and manage contributors and settings delegation, but cannot rename the domain or add other domain admins
    • B. Yes, domain admins have full control equivalent to a Fabric admin over their own domain
    • C. No, domain admins cannot make any changes to their domain at without Fabric admin approval
    • D. Yes, but the rename is allowed; adding domain admins is blocked permanently by design
    Show answer

    Correct answer: A

    Domain admins can update the domain description, define or update domain contributors, associate workspaces, and override delegated tenant settings, but they cannot delete the domain, change the domain name, or add or delete other domain admins - those require a Fabric admin. Option B overstates domain admin authority. Option C understates it, since domain admins clearly can make several categories of changes. Option D is incorrect about the rename half of the claim, since renaming is one of the actions domain admins cannot perform.

  3. 3. A team enables shortcut caching for an Amazon S3 shortcut and sets the retention period to 28 days to minimize cross-cloud egress costs. One file in the shortcut's source is 1.5 GB. What happens to that specific file with respect to caching?

    • A. It is cached but for 1 day regardless of the configured retention setting
    • B. It is cached if the workspace is assigned to a Trial capacity
    • C. It is not cached, because individual files greater than 1 GB in size are excluded from shortcut caching regardless of the configured retention period
    • D. It is cached normally, since the 28-day retention period overrides the file-size exclusion
    Show answer

    Correct answer: C

    Shortcut caching explicitly excludes individual files greater than 1 GB in size from being cached, regardless of the retention period configured. Option D incorrectly assumes retention period can override the size exclusion - it cannot. Option A invents a forced 1-day retention that has no basis in the caching design. Option B fabricates a capacity-tier dependency unrelated to the file-size exclusion rule.

  4. 4. An engineer creates a new Fabric connection with Workspace identity authentication for a Notebook resource, intending to let Airflow DAGs (a code-first artifact) use that connection, but forgets to select the Allow Code-First Artifacts checkbox during creation. After the fact, they try to edit the connection to enable that option. What happens?

    • A. The checkbox can be toggled at any time from the connection's settings page with no other impact
    • B. The connection automatically enables the checkbox the first time an Airflow DAG attempts to use it
    • C. A Fabric admin, not the connection owner, can retroactively enable this checkbox
    • D. The option cannot be changed after the connection is created, so the engineer must create a new connection with the checkbox selected from the start
    Show answer

    Correct answer: D

    The Allow Code-First Artifacts checkbox must be selected during connection creation and cannot be changed afterward, since Apache Airflow is a code-first artifact and this setting is fixed at creation time - the engineer must create a new connection instead. Option A contradicts the documented immutability of this setting after creation. Option B invents automatic self-correcting behavior that does not exist. Option C is also incorrect, since the constraint is that the setting can't be changed post-creation by anyone, not merely restricted to non-admins.

  5. 5. A team ingests data through a OneLake shortcut pointing at an ADLS Gen2 account in the same Azure region, and wants to enable shortcut caching to reduce read costs. At the same time, compliance requires that this specific dataset never be served from a cached copy more than 24 hours old, since the source table is corrected intraday. The team is debating whether tuning shortcut caching's retention period can satisfy both the cost-reduction goal and the 24-hour freshness requirement for this shortcut. What should they conclude?

    • A. Yes - enable caching with the full 28-day retention period, which maximizes cost-saving reuse, and accept that reads may occasionally serve data up to 28 days old
    • B. Yes - enable caching with the minimum 1-day retention period, which keeps served data within the freshness requirement, even though it captures less cost-saving reuse than a longer window
    • C. No - OneLake shortcut caching has a minimum retention period of 90 days, which would violate the 24-hour freshness requirement no matter how the setting is configured
    • D. Neither goal is reachable through caching here, because ADLS shortcuts are not among OneLake's supported caching source types (GCS, S3, S3-compatible, and on-premises gateway shortcuts), so the team should evaluate other cost controls
    Show answer

    Correct answer: D

    ADLS shortcuts are not included in OneLake's supported shortcut-caching source types at all, so no retention-period tuning changes that outcome, and the cost-versus-freshness tradeoff never actually arises for this specific shortcut. Option A assumes caching applies and picks the retention value that favors cost savings, which would violate the 24-hour freshness requirement if caching were actually available. Option B assumes caching applies and picks the retention value that favors freshness, but tuning retention is moot here since ADLS shortcuts do not support caching regardless of the value chosen. Option C invents an incorrect 90-day minimum retention figure for shortcut caching, confusing it with OneLake lifecycle management's unrelated cold-tier minimum retention period.

Show 5 more questions
  1. 6. Where does a workspace administrator go to view per-item OneLake storage usage, including visible items, hidden system data, and soft-deleted data?

    • A. The OneLake catalog's domain selector
    • B. Workspace settings > OneLake > Storage report
    • C. Workspace settings > Data Engineering/Science > Spark settings
    • D. Admin portal > Tenant settings > Workspace settings
    Show answer

    Correct answer: B

    The OneLake storage report, found under Workspace settings > OneLake > Storage report, shows per-item storage usage including visible items, hidden system data, and soft-deleted data. Option C is the Spark compute settings location, unrelated to storage reporting. Option D is the tenant-level admin portal area for workspace governance settings, not item-level storage detail. Option A is used for domain-scoped browsing in the OneLake catalog, not storage reporting.

  2. 7. The Marketing domain handles less sensitive campaign data than Finance, and its domain admin wants a lighter default sensitivity label to apply automatically to new items in Marketing's workspaces, distinct from the tenant's stricter tenant-wide default label. At the same time, the Fabric admin wants Marketing's domain admin to manage this domain-specific default going forward without repeatedly asking the Fabric admin to make the change. Which Fabric governance capability satisfies both the domain-specific-default requirement and the domain-admin-self-service requirement?

    • A. Leave domain-level default sensitivity labels disabled entirely, and require Marketing to submit a ticket to the tenant admin each time its default label needs adjusting, so nothing changes outside central control
    • B. Grant the Marketing domain admin the tenant admin role outright, since a tenant admin can adjust any governance setting quickly without needing further approval
    • C. The domain-level default sensitivity label feature: a Fabric admin or domain admin can specify a default label for items in workspaces assigned to that domain, and the domain admin manages that choice afterward from Delegated Settings
    • D. Certification settings, since domain-level certification overrides let a domain admin manage things without a ticket too, and are functionally interchangeable with sensitivity-label defaulting
    Show answer

    Correct answer: C

    The domain-level default sensitivity label feature is a real, documented delegatable setting: a Fabric admin or a domain admin can specify a default label for items in workspaces assigned to a domain, and the domain admin manages that choice afterward from the domain's Delegated Settings pane - satisfying both the domain-specific customization need and the self-service need. Option A satisfies central control by keeping everything ticket-gated, but violates the self-service requirement Marketing needs. Option B satisfies self-service by escalating to tenant-admin rights, but badly violates least privilege and central control over every other tenant setting, not just this one. Option D is a real but different delegatable setting - certification governs who can certify items, not automatic default labeling of new items - so it does not satisfy the actual requirement described.

  3. 8. A workspace has been running on the automatically-created starter pool, giving notebook authors a 5-10 second session start. The workspace admin switches the default pool to a newly created custom Spark pool sized for a heavier workload. What tradeoff should the team expect immediately after this change?

    • A. The workspace will be limited to one Spark session at a time going forward
    • B. Session starts will typically take around three minutes instead of 5-10 seconds, because custom pools do not benefit from the starter pool's prehydration
    • C. Session starts will become instantaneous, since custom pools are faster than starter pools
    • D. Previously saved notebooks will need to be re-authored, since custom pools use a different notebook file format
    Show answer

    Correct answer: B

    Changing the default pool from the Starter Pool to a Custom Spark pool typically results in a longer session start of about three minutes, since the custom pool lacks the starter pool's prehydrated, always-warm state. Option C is the opposite of the documented tradeoff. Option D is false, since pool changes do not alter notebook file format or require re-authoring. Option A describes no real Fabric restriction tied to switching pools.

  4. 9. A team builds an Airflow DAG that submits a Fabric Copy Job and uses deferrable operators (deferrable=True) so the worker slot is released while waiting for the Copy Job to finish, matching a pattern they saw in a Fabric tutorial. When they first run the DAG, the deferred task never resumes. What is the most likely missing prerequisite?

    • A. The DAG file was not named using the required s3_to_lakehouse.py convention
    • B. The service principal used lacks a Fabric Premium license
    • C. The Airflow Job's Environment configuration setting Enable triggers in data workflows was never turned on, which is required to use deferrable operators
    • D. The Copy Job was created in a different Azure subscription than the Airflow Job
    Show answer

    Correct answer: C

    Using deferrable operators requires that Enable triggers in data workflows be turned on under the Airflow Job's Environment configuration; without it, the triggerer component needed to resume deferred tasks is unavailable, and deferred tasks never complete. Option D invents a subscription-boundary requirement not documented for this pattern. Option A fabricates a naming convention that has no functional bearing on trigger availability. Option B misattributes the issue to licensing rather than the actual triggers setting.

  5. 10. A Fabric admin creates a subdomain under the Sales domain and wants to grant a specific user administrative rights over only that subdomain, separate from the parent domain's admins. Is this possible?

    • A. No, subdomains cannot be created at under an existing domain
    • B. No, subdomains do not have their own domain admins - a subdomain's domain admins are always the domain admins of its parent domain
    • C. Yes, subdomains require at least one dedicated domain admin distinct from the parent
    • D. Yes, but if the subdomain contains at least one workspace already
    Show answer

    Correct answer: B

    Subdomains do not have their own domain admins; a subdomain's domain admins are the domain admins of its parent domain, so this delegation is not possible. Option C contradicts this documented behavior. Option D invents a workspace-count prerequisite that does not exist for subdomain administration. Option A is false, since Fabric admins and domain admins can create subdomains under a domain.

Why Practice with MSCertQuiz?

Microsoft Learn teaches concepts. We prepare you for the actual exam.

1

Deep coverage of Fabric-specific governance and security most competitors skip: workspace vs. item-level access, row/column/object/folder-level controls, sensitivity labels, and OneLake security configuration

2

Real ingestion and transformation scenarios across Dataflow Gen2, pipelines, notebooks, KQL, and Eventstreams β€” matching the actual tool-choice decisions the exam tests, not just syntax recall

3

Full monitoring and troubleshooting content most practice tests underweight: identifying and resolving errors across pipelines, Dataflow Gen2, notebooks, Eventhouses, Eventstreams, and T-SQL, plus optimizing Lakehouse tables and Spark performance

4

Every question verified against live Microsoft Fabric and Microsoft Learn documentation before it ships, so content stays accurate as Fabric features keep evolving

Not sure if you're ready for the DP-700 exam?

Take the free DP-700 Readiness Check β†’

What Our Users Say

β€œI've built pipelines in Fabric for months but never carefully compared Dataflow Gen2 vs. notebooks vs. pipelines for every ingestion scenario. The tool-choice questions closed real gaps. Passed on my first attempt.”

PN

Priya N.

DP-700 Certified

β€œThe security and governance domain was way more detailed than I expected β€” row-level, column-level, folder-level access, sensitivity labels, all of it showed up almost exactly like the real exam.”

EW

Elias W.

Data Engineer

β€œAs someone who mostly works in notebooks, the monitoring and troubleshooting questions across Eventstreams and Eventhouses filled real gaps between what I knew and what the exam actually tests.”

GB

Grace B.

Passed DP-700 first try

Choose Your Plan

Start free, upgrade when you're ready to get serious

Free

Good for exploring the platform

$0
  • 40 practice questions
  • Practice mode only
  • Progress tracking
  • No exam simulation mode
Start Free

DP-700 Full Access

Best if your exam is in the next 2-4 weeks

$19.99one-time
  • 500 practice questions
  • Practice & Exam modes
  • Detailed explanations
  • Lifetime access
Get DP-700 Access β€” $19.99

7-day money-back guarantee

BEST VALUE

Pro β€” All Certs

Best if you're planning multiple Microsoft exams

$14.99/month
  • ALL certifications included
  • Unlimited questions
  • New certs added free
  • Cancel anytime
View Pro Plans

Save 30% vs buying individually

Your DP-700Exam Won't Wait

Candidates who complete at least 2 full mock exams pass at significantly higher rates than those who only study passively.

Don't risk $165 on the real exam without testing yourself first.

Start Free Practice Now

No credit card required β€’ 40 free questions β€’ Upgrade for $19.99 when ready

Official Microsoft Resources

Our practice questions are aligned with official Microsoft exam objectives. We recommend studying with Microsoft Learn first, then using MSCertQuiz to test your readiness.

View Official DP-700 Exam Details

DP-700 Frequently Asked Questions

Everything you need to know about the DP-700 Fabric Data Engineering certification

What is DP-700?
DP-700 (Implementing Data Engineering Solutions Using Microsoft Fabric) is a certification validating the ability to ingest and transform data, secure and manage an analytics solution, and monitor and optimize an analytics solution using Microsoft Fabric.
How much does the DP-700 exam cost and how long is it?
The DP-700 exam costs $165 USD, runs approximately 100 minutes, and has a passing score of 700 out of 1000. Confirm current pricing and duration on the official certification page before booking, since exam details can shift alongside Microsoft Fabric feature updates.
What is the passing score for DP-700?
The passing score for DP-700 is 700 out of 1000, the same threshold used across nearly all Microsoft role-based certification exams. Scoring is scaled, so 700 represents roughly 70% competency spread across all three exam domains rather than a simple raw percentage.
What topics are covered on DP-700?
DP-700 covers three domains, each weighted 30-35%: Implement and manage an analytics solution β€” workspace settings, lifecycle management, security and governance, and orchestration; Ingest and transform data β€” loading patterns, batch and streaming ingestion, and transformation with PySpark, SQL, and KQL; and Monitor and optimize an analytics solution β€” monitoring Fabric items, identifying and resolving errors, and optimizing performance across Lakehouses, pipelines, warehouses, Eventstreams, and Spark.
How hard is DP-700?
DP-700 is a scenario-heavy exam that expects real hands-on experience building and operating analytics solutions in Microsoft Fabric, not just familiarity with SQL, PySpark, or KQL syntax. Candidates comfortable with data ingestion often find the security and governance domain (row/column/object-level controls, ABAC-style access, OneLake security) and the troubleshooting scenarios (identifying which of seven different Fabric item types is failing) the hardest.
How long should I study for DP-700?
Candidates already building pipelines and Lakehouses in Microsoft Fabric should plan 4-6 weeks, focused on the governance and monitoring/troubleshooting domains. Candidates newer to Fabric should plan 8-10 weeks. We recommend working through Microsoft Learn's DP-700 learning path first, then practicing with 500 scenario-based questions spread across all three domains in proportion to their exam weight.
What are the prerequisites for DP-700?
There are no enforced prerequisites to register for DP-700, but it is designed for candidates with subject matter expertise in data loading patterns, data architectures, and orchestration processes β€” with experience manipulating and transforming data using SQL, PySpark, and Kusto Query Language (KQL).
Who should take DP-700?
DP-700 is aimed at data engineers who design and deploy data engineering solutions for analytics using Microsoft Fabric, working closely with analytics engineers, architects, analysts, and administrators. It pairs well with DP-900 (Azure Data Fundamentals) for candidates building foundational data knowledge first, and with DP-750 (Implementing Data Engineering Solutions Using Azure Databricks) for a broader Microsoft data-platform credential portfolio.