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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 44

Question 430

An organization needs a warehouse security policy keyed to each analyst's login name rather than a static list of rows. What should the engineer check to confirm that the intended behavior was achieved?

  1. The same SQL statement returns distinct authorized subsets under test identities.
  2. The contractor can open the shared warehouse but not unrelated workspace items.
  3. Authorized users can access permitted columns but receive no access to protected fields.
  4. An unauthorized identity cannot execute the procedure while authorized users can.

Explanation

Correct Answer

A:

An unchanged query with identity-dependent results validates dynamic RLS. This observation directly tests the expected outcome.

Incorrect Answers

B:

Testing both the permitted and unrelated item exposes accidental broad grants.

C:

A column-level query test reveals the effective security projection.

D:

Execution tests under both identities verify the object permission boundary.

Question 431

Consider this Microsoft Fabric case: An Eventstream sends to an Eventhouse destination but authorization on that destination was revoked. What measured result demonstrates that the requirement is satisfied?

  1. A test event reaches the correct destination table without authorization errors.
  2. The deployed notebook reads the correct target-stage table rather than the development one.
  3. A known event lands with its expected timestamp and other fields.
  4. Incoming event counters resume after a known source test message.

Explanation

Correct Answer

A:

Destination counter and stored row confirm access. This observation directly tests the expected outcome.

Incorrect Answers

B:

Resolved item IDs and read results prove correct binding.

C:

Field-level inspection confirms mapping repair.

D:

Source ingress metrics validate credential repair.

Question 432

An attacker has query access and can infer salary through repeated range predicates even though displayed values are masked. Which postchange result provides the strongest validation of success?

  1. A low-privilege account cannot query the protected salary column even through filtered predicates.
  2. The contractor queries the view but cannot modify items or read protected base objects.
  3. An authorized principal sees full values while an otherwise comparable nonprivileged user sees masks.
  4. A user outside the authorized group no longer opens the item, while approved members still can.

Explanation

Correct Answer

A:

Blocked predicate access demonstrates protection beyond visual masking. This observation directly tests the expected outcome.

Incorrect Answers

B:

A narrow success case and denied excess privileges validate corrected least privilege.

C:

Comparing result visibility confirms privileged access without disabling all masks.

D:

Testing excluded and included identities verifies that the broad exposure is closed.

Question 433

A Dataflow Gen2 scheduled refresh did not update its destination table. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The last successful refresh is recent and report measures reflect that timestamp.
  2. The failed activity record includes the expected failure message and execution time.
  3. The relevant refresh record has a completed status and corresponding new destination data.
  4. Source totals equal sink totals after the corrected run, accounting for documented filters.

Explanation

Correct Answer

C:

Both execution status and data freshness validate success. This observation directly tests the expected outcome.

Incorrect Answers

A:

Successful completion plus data recency confirms freshness.

B:

Detailed run evidence supports targeted repair.

D:

Reconciliation validates ingestion completeness. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: The relevant refresh record has a completed status and corresponding new destination data.

Question 434

Users cannot tell which division owns a collection of analytics workspaces, and business-aligned discoverability is required. Which observation most directly verifies the intended outcome after the appropriate action?

  1. A fresh session reports the intended runtime version before the workload executes.
  2. The workspaces appear under the intended domain in the Fabric catalog.
  3. New sessions for each attached notebook import the pinned package version from the environment.
  4. The new session's pool identifier equals the configured environment pool.

Explanation

Correct Answer

B:

Domain membership, rather than notebook tags, validates ownership grouping. This observation directly tests the expected outcome.

Incorrect Answers

A:

Runtime identity in session metadata is direct evidence of the active engine.

C:

Successful imports on fresh sessions show package governance is effective.

D:

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

Question 435

A telemetry service must distribute source data to different sinks with independently selected filtering rules. Which observation most directly verifies the intended outcome after the appropriate action?

  1. A late test event is assigned to its original event-time bucket.
  2. Every sample event contributes to the intended single window.
  3. A new event appears promptly in the native KQL table and can be filtered.
  4. Each destination receives only its selected event categories.

Explanation

Correct Answer

D:

Cross-sink test cases verify isolation. This observation directly tests the expected outcome.

Incorrect Answers

A:

Temporal bucket placement validates event-time processing.

B:

Boundary records confirm nonoverlapping grouping.

C:

Native ingestion evidence verifies local queryability.

Question 436

Consider this Microsoft Fabric case: Monthly DataFrames have the same field names in different column order. What measured result demonstrates that the requirement is satisfied?

  1. Valid dates parse while invalid values are flagged for review.
  2. Each order has one retained row with the highest timestamp.
  3. Values land under the correct names after union.
  4. Rejected identifiers remain traceable and valid totals stay correct.

Explanation

Correct Answer

C:

Column checks catch positional corruption. This observation directly tests the expected outcome.

Incorrect Answers

A:

Fixtures test both accepted and rejected cases.

B:

Uniqueness and time checks validate selection.

D:

Input reconciliation proves controlled rejection.

Question 437

Consider this Microsoft Fabric case: Warehouse cardinality estimates are wrong after large data changes. What measured result demonstrates that the requirement is satisfied?

  1. The plan reveals the large scan or sort for review.
  2. Plan estimates better approximate actual row counts.
  3. The plan joins fewer fact rows while results match.
  4. The plan distributes execution and preserves results.

Explanation

Correct Answer

B:

Estimated-versus-actual data verifies impact. This observation directly tests the expected outcome.

Incorrect Answers

A:

Plan availability validates safe diagnosis.

C:

Rows and output parity confirm optimization.

D:

Plan evidence and correctness establish suitability.

Question 438

A warehouse release has different connection-dependent settings between Test and Production, but the same T-SQL schema objects. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Each environment reports the expected schema and its own authorized configuration.
  2. The workspace connection reports the intended branch and content matches its commit.
  3. The production comparison shows exactly the expected notebook and pipeline changes.
  4. The target stage's shortcut resolves to the same authorized S3 path.

Explanation

Correct Answer

A:

Equal object definitions and distinct intended settings show controlled reuse. This observation directly tests the expected outcome.

Incorrect Answers

B:

Branch identity and content synchronization validate selection.

C:

A scoped stage diff is the deployment approval evidence.

D:

Matching external path and a successful read validate correct reference retention.

Question 439

An Eventstream input connection stops producing data shortly after access secrets expire. Which observation most directly verifies the intended outcome after the appropriate action?

  1. A fractional test value survives ingestion with expected precision.
  2. Incoming event counters resume after a known source test message.
  3. A test event reaches the correct destination table without authorization errors.
  4. A known event lands with its expected timestamp and other fields.

Explanation

Correct Answer

B:

Source ingress metrics validate credential repair. This observation directly tests the expected outcome.

Incorrect Answers

A:

Numeric equality validates correction. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Incoming event counters resume after a known source test message.

C:

Destination counter and stored row confirm access.

D:

Field-level inspection confirms mapping repair.

Question 440

An internal OneLake shortcut refers to another lakehouse in Development and the corresponding lakehouse exists in Test. What should the engineer check to confirm that the intended behavior was achieved?

  1. The repo diff contains lakehouse metadata while CSV content remains in OneLake storage.
  2. Each environment reports the expected schema and its own authorized configuration.
  3. The Test shortcut points to the intended Test lakehouse rather than back to Development.
  4. The deployed notebook resolves its default lakehouse to the test target after deployment.

Explanation

Correct Answer

C:

Target-reference inspection catches accidental cross-stage coupling. This observation directly tests the expected outcome.

Incorrect Answers

A:

The difference is expected and validates separation of code and data.

B:

Equal object definitions and distinct intended settings show controlled reuse.

D:

Inspecting the effective target binding verifies the override.