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Exam Code: DP-700

Exam Name Implementing Data Engineering Solutions Using Microsoft Fabric

Certification Provider: Microsoft

Corresponding Certification: Microsoft Certified: Fabric Data Engineer Associate

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Implementing Data Engineering Solutions Using Microsoft Fabric (DP-700) Practice Tests

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Microsoft DP-700 Practice Test 39

Question 380

Consider this Microsoft Fabric case: An engineer wants to prevent sensitive data exposure but considers adding Deny roles in OneLake security. What measured result demonstrates that the requirement is satisfied?

  1. A member with target access reads data through the shortcut, while unprivileged attempts fail.
  2. Relevant role-change events identify the acting principal and change time.
  3. An analyst can select allowed columns but receives an authorization error for Salary.
  4. Security role inventory contains only intended Grant roles and unauthorized tests fail.

Explanation

Correct Answer

D:

Absence of grants plus denied access confirms the deny-by-default model. This observation directly tests the expected outcome.

Incorrect Answers

A:

End-to-end source authorization is necessary beyond the Fabric item share.

B:

The activity trace links permission modification to the responsible actor.

C:

Denied access to the protected column demonstrates enforcement.

Question 381

A Copy activity reports success but the destination contains fewer rows than the source. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Current events exist in the database and appear after the dashboard time filter is corrected.
  2. The relevant refresh record has a completed status and corresponding new destination data.
  3. Source totals equal sink totals after the corrected run, accounting for documented filters.
  4. Source and target measures reconcile at the required grouping grain.

Explanation

Correct Answer

C:

Reconciliation validates ingestion completeness. This observation directly tests the expected outcome.

Incorrect Answers

A:

Source and presentation tests isolate the layer.

B:

Both execution status and data freshness validate success.

D:

Business checks prevent false successful releases.

Question 382

SQL joins use incompatible key data types that require implicit conversion. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The plan joins fewer fact rows while results match.
  2. Adaptive plan shows skew handling and less straggler delay.
  3. The plan avoids repeated conversion and returns the same rows.
  4. Physical plan uses broadcast and shuffle bytes decrease.

Explanation

Correct Answer

C:

Plan and result tests validate type alignment. This observation directly tests the expected outcome.

Incorrect Answers

A:

Rows and output parity confirm optimization.

B:

Plan diagnostics prove runtime adaptation.

D:

Plan and bytes verify the mechanism.

Question 383

Consider this Microsoft Fabric case: A sensitive Fabric item is intended for one regulated workgroup, but users are inadvertently granted access through a broad workspace role. What measured result demonstrates that the requirement is satisfied?

  1. Members can read authorized tables and are denied access to unlisted tables.
  2. A user outside the authorized group no longer opens the item, while approved members still can.
  3. After the approved guest-access policy change, the guest's authorized data query succeeds.
  4. The recipient opens the shared item while unrelated content remains inaccessible.

Explanation

Correct Answer

B:

Testing excluded and included identities verifies that the broad exposure is closed. This observation directly tests the expected outcome.

Incorrect Answers

A:

Positive and negative access tests validate table-level scoping.

C:

Guest-specific test confirms identity prerequisites, not only role membership.

D:

Item-scoped positive and negative checks demonstrate least privilege.

Question 384

A team wants two notebooks to share a high-concurrency Spark session, but they run using separate user identities. What should the engineer check to confirm that the intended behavior was achieved?

  1. Session information confirms the same execution user for the notebooks that actually share.
  2. A notebook using Workspace default resolves the centrally selected environment and its packages.
  3. Compute overrides become unavailable in environments and sessions use workspace defaults.
  4. New sessions for each attached notebook import the pinned package version from the environment.

Explanation

Correct Answer

A:

The identity condition and a shared session jointly validate compliant reuse. This observation directly tests the expected outcome.

Incorrect Answers

B:

Inspecting the effective environment verifies inherited configuration instead of relying on the item label.

C:

Both an unavailable override and the effective default sizes confirm governance.

D:

Successful imports on fresh sessions show package governance is effective.

Question 385

Consider this Microsoft Fabric case: Copy ingestion has many independent source partitions but the pipeline reads one at a time. What measured result demonstrates that the requirement is satisfied?

  1. Concurrent transfers finish with exact source-to-target counts.
  2. The file and directory counts decrease without losing records.
  3. Plan estimates better approximate actual row counts.
  4. Throughput stabilizes while required freshness is met.

Explanation

Correct Answer

A:

Throughput and correctness both matter. This observation directly tests the expected outcome.

Incorrect Answers

B:

Layout metrics validate the correction.

C:

Estimated-versus-actual data verifies impact. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Concurrent transfers finish with exact source-to-target counts.

D:

Both metrics validate balance. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Concurrent transfers finish with exact source-to-target counts.

Question 386

Consider this Microsoft Fabric case: A high-concurrency session must support twenty compatible notebooks, but only the default session sharing limit is applied. What measured result demonstrates that the requirement is satisfied?

  1. A notebook using Workspace default resolves the centrally selected environment and its packages.
  2. The new session's pool identifier equals the configured environment pool.
  3. The published environment shows the configured limit and more than five eligible notebooks share a session.
  4. New sessions for each attached notebook import the pinned package version from the environment.

Explanation

Correct Answer

C:

Effective setting plus observed sharing distinguishes capacity from a mere stored string. This observation directly tests the expected outcome.

Incorrect Answers

A:

Inspecting the effective environment verifies inherited configuration instead of relying on the item label.

B:

The session's actual pool binding confirms the intended compute placement.

D:

Successful imports on fresh sessions show package governance is effective.

Question 387

Consider this Microsoft Fabric case: The production Fabric workspace uses an Apache Airflow job for business-critical DAGs. Its default starter runtime suspends after inactivity, and operators require an always-on configurable pool for production schedules. What measured result demonstrates that the requirement is satisfied?

  1. The Airflow workspace default uses the custom pool, and the production DAG remains runnable without a starter-pool restart.
  2. The targeted notebook reports the property while an unmodified workspace-default notebook does not.
  3. The workspace metadata reports the existing domain and the intended new assignment is recorded separately.
  4. A notebook using Workspace default resolves the centrally selected environment and its packages.

Explanation

Correct Answer

A:

The effective runtime pool and a tested production DAG run demonstrate the required always-on configuration. This observation directly tests the expected outcome.

Incorrect Answers

B:

Comparing effective session configuration verifies isolation.

C:

Baseline domain metadata prevents accidental reassignment of an unrelated workspace.

D:

Inspecting the effective environment verifies inherited configuration instead of relying on the item label.

Question 388

Consider this Microsoft Fabric case: A workload intermittently needs a different package and runtime from other workspace jobs, without changing the settings inherited by every other user. What measured result demonstrates that the requirement is satisfied?

  1. The targeted notebook reports the property while an unmodified workspace-default notebook does not.
  2. That notebook resolves its dedicated environment while other notebooks still resolve Workspace default.
  3. The owner can manage that domain's workspace assignments without tenant-wide administrative privileges.
  4. New sessions for each attached notebook import the pinned package version from the environment.

Explanation

Correct Answer

B:

The different effective bindings prove configuration isolation. This observation directly tests the expected outcome.

Incorrect Answers

A:

Comparing effective session configuration verifies isolation.

C:

A scope-limited successful domain operation demonstrates least privilege.

D:

Successful imports on fresh sessions show package governance is effective.

Question 389

A lakehouse ingestion process must wait for both independent dimension-load branches before updating facts. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The matching event starts the pipeline within the expected event-delivery path.
  2. Fact processing starts only after both dimension branches finish successfully.
  3. Scheduled run history shows starts at the intended local business times.
  4. The initial and existing-file test runs execute different branches as designed.

Explanation

Correct Answer

B:

Activity timestamps and prerequisites validate coordinated fan-in. This observation directly tests the expected outcome.

Incorrect Answers

A:

The absence of periodic polling plus event-correlated runs validates the design.

C:

Timestamps converted to the intended time zone validate cadence.

D:

Observed branch selection proves the condition is evaluated correctly.

Question 390

A pipeline is called for multiple countries and needs its source path to vary without editing its JSON each time. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Runs at both times show the appropriate schedule and parameter payload.
  2. The initial and existing-file test runs execute different branches as designed.
  3. The loop stops on success and times out when the external status never changes.
  4. Runs with two parameter values read from their corresponding intended paths.

Explanation

Correct Answer

D:

Parameter-to-actual-path mapping validates runtime substitution. This observation directly tests the expected outcome.

Incorrect Answers

A:

Schedule-to-run parameter matching confirms multi-window orchestration.

B:

Observed branch selection proves the condition is evaluated correctly.

C:

Both terminal outcomes validate bounded polling.