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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 49

Question 480

A team needs to detect if pipeline runs exceed the 40-minute ingestion service-level objective. Which postchange result provides the strongest validation of success?

  1. A known 45-minute run is flagged and a 35-minute run is not.
  2. Incoming-event or ingestion counters advance after a test event.
  3. Daily failed-run counts match the underlying records and show the trend.
  4. The missing file causes a freshness alert despite other successful runs.

Explanation

Correct Answer

A:

Both sides of the boundary verify the rule. This observation directly tests the expected outcome.

Incorrect Answers

B:

Eventhouse-side counts validate reception. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: A known 45-minute run is flagged and a 35-minute run is not.

C:

Reproducible aggregation supports a reliability assessment.

D:

Negative input testing validates the detection.

Question 481

Consider this Microsoft Fabric case: A B2B guest assigned to a OneLake role cannot obtain expected access despite correct table permissions. What measured result demonstrates that the requirement is satisfied?

  1. Authorized users can access permitted columns but receive no access to protected fields.
  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. Relevant role-change events identify the acting principal and change time.

Explanation

Correct Answer

C:

Guest-specific test confirms identity prerequisites, not only role membership. This observation directly tests the expected outcome.

Incorrect Answers

A:

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

B:

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

D:

The activity trace links permission modification to the responsible actor.

Question 482

Consider this Microsoft Fabric case: Large Parquet and JSON feeds need Spark-managed Delta tables and SQL access. What measured result demonstrates that the requirement is satisfied?

  1. The consumer lakehouse lists the registered shortcut table.
  2. Spark and SQL read matching registered Delta records.
  3. The Delta schema and sample values use correct data types.
  4. The curated Delta table reflects tested joins and rejected parse cases.

Explanation

Correct Answer

B:

Both engines retrieving equivalent rows confirms cross-engine availability. This observation directly tests the expected outcome.

Incorrect Answers

A:

Metadata registration plus row match verifies the mapping.

C:

Value and schema checks validate parsing.

D:

Correct processed and rejected rows prove execution.

Question 483

Consider this Microsoft Fabric case: A T-SQL view works for an Admin but a report identity receives SELECT permission denied. What measured result demonstrates that the requirement is satisfied?

  1. The report principal reads the approved view but not protected tables.
  2. The existing shortcut path reads the expected source file again.
  3. The approved combination works without exposing restricted source values to another source.
  4. A rerun authenticates and begins reading source rows with the approved identity.

Explanation

Correct Answer

A:

Positive and negative permission checks prove least privilege. This observation directly tests the expected outcome.

Incorrect Answers

B:

Same logical target plus restored read confirms repair.

C:

Correct behavior and privacy review validate safe resolution.

D:

Successful source access confirms credential repair.

Question 484

A data engineer has edited an environment's library list, but a running notebook still imports the old version. What should the engineer check to confirm that the intended behavior was achieved?

  1. New sessions for each attached notebook import the pinned package version from the environment.
  2. A fresh session imports the new pinned library version and no longer resolves the old one.
  3. The new session's pool identifier equals the configured environment pool.
  4. The notebooks report matching library sets and become attached to one shared Spark session.

Explanation

Correct Answer

B:

A new session, not a stale active interpreter, proves the published change applied. This observation directly tests the expected outcome.

Incorrect Answers

A:

Successful imports on fresh sessions show package governance is effective.

C:

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

D:

A common package environment plus actual attachment demonstrates the original blocker is gone.

Question 485

A team runs Apache Airflow DAGs only during occasional Fabric development sessions, and the workspace must avoid charges from a continuously running production pool while idle. The engineer implements this change: use the default Starter Apache Airflow pool for the intermittent development job. Which observed result would provide the most direct evidence that the change achieved its intended goal?

  1. The notebook's Spark session reports the larger executor resources while unrelated jobs retain defaults.
  2. The published environment shows the configured limit and more than five eligible notebooks share a session.
  3. New supported OneLake operations create diagnostic records in the selected lakehouse with the expected operation metadata.
  4. The development Airflow job starts when needed and its Starter pool is automatically shut down after the supported idle period.

Explanation

Correct Answer

D:

Both on-demand execution and idle deprovisioning confirm that the workspace is using the intended cost-conscious pool behavior. It specifically confirms the result of this change: Use the default Starter Apache Airflow pool for the intermittent development job.

Incorrect Answers

A:

Comparing session resources shows that isolation was preserved. It does not establish the required result, which is: The development Airflow job starts when needed and its Starter pool is automatically shut down after the supported idle period.

B:

Effective setting plus observed sharing distinguishes capacity from a mere stored string. It does not establish the required result, which is: The development Airflow job starts when needed and its Starter pool is automatically shut down after the supported idle period.

C:

A verified newly generated diagnostics record demonstrates that event capture and destination routing are active. It does not establish the required result, which is: The development Airflow job starts when needed and its Starter pool is automatically shut down after the supported idle period.

Question 486

Consider this Microsoft Fabric case: A notebook must run with a particular pool definition, and a new environment was attached but still inherits an incompatible workspace pool. What measured result demonstrates that the requirement is satisfied?

  1. A fresh session reports the intended runtime version before the workload executes.
  2. The new session's pool identifier equals the configured environment pool.
  3. New sessions for each attached notebook import the pinned package version from the environment.
  4. The published environment shows the configured limit and more than five eligible notebooks share a session.

Explanation

Correct Answer

B:

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

Effective setting plus observed sharing distinguishes capacity from a mere stored string.

Question 487

Consider this Microsoft Fabric case: A lakehouse is promoted from Development to Test, and the team fears the existing table rows in Test will be replaced by source data. What measured result demonstrates that the requirement is satisfied?

  1. Production view definitions reflect the reviewed version and the table row counts remain stable.
  2. The repo diff contains lakehouse metadata while CSV content remains in OneLake storage.
  3. The Test lakehouse definition updates while its pre-existing data rows remain unchanged.
  4. The Test shortcut points to the intended Test lakehouse rather than back to Development.

Explanation

Correct Answer

C:

Preserved data alongside changed metadata proves the correct lifecycle boundary. This observation directly tests the expected outcome.

Incorrect Answers

A:

Postdeployment schema inspection and data checks jointly prove safe promotion.

B:

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

D:

Target-reference inspection catches accidental cross-stage coupling.

Question 488

Warehouse queries should return only customers with more than three completed orders. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Existing keys update without duplication and new keys appear.
  2. Only permitted categories remain while input and excluded counts reconcile.
  3. Three-order customers are excluded and four-order customers are included.
  4. Old columns match their baseline and new columns populate on modern rows.

Explanation

Correct Answer

C:

Boundary test groups validate the predicate. This observation directly tests the expected outcome.

Incorrect Answers

A:

Key-level before/after comparison validates upsert.

B:

Positive and negative category checks validate filtering.

D:

Cross-version checks validate compatibility. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Three-order customers are excluded and four-order customers are included.

Question 489

Supported operational database updates should appear in Fabric without nightly extraction scripts. What should the engineer check to confirm that the intended behavior was achieved?

  1. Refresh evidence shows the Fast Copy path and improved transfer stage.
  2. A source update becomes visible in mirrored rows without a manual Copy job.
  3. Committed versions show consistent data with no partial corrupt writes.
  4. Old columns match their baseline and new columns populate on modern rows.

Explanation

Correct Answer

B:

Change propagation is stronger evidence than initial table creation. This observation directly tests the expected outcome.

Incorrect Answers

A:

Observe execution mode and throughput rather than wall time alone.

C:

Transaction history and row checks demonstrate integrity.

D:

Cross-version checks validate compatibility. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: A source update becomes visible in mirrored rows without a manual Copy job.

Question 490

Consider this Microsoft Fabric case: A batch ingest should process every file name returned by a preceding metadata query rather than hard-code ten copies. What measured result demonstrates that the requirement is satisfied?

  1. The run creates one child activity execution for each returned file.
  2. The parent activity references the child run and its outcome.
  3. The initial and existing-file test runs execute different branches as designed.
  4. The two notebook activity time intervals overlap during a successful run.

Explanation

Correct Answer

A:

Iteration count and per-file inputs validate dynamic fan-out. This observation directly tests the expected outcome.

Incorrect Answers

B:

Parent-child run linkage proves actual execution of the shared workflow.

C:

Observed branch selection proves the condition is evaluated correctly.

D:

Overlap and shared prerequisite completion verify parallel scheduling.