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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 34

Question 330

Consider this Microsoft Fabric case: A Spark streaming job writes to Delta and must keep output progress safe if a microbatch is retried. What measured result demonstrates that the requirement is satisfied?

  1. An intentionally replayed event ID does not increase the curated distinct event count.
  2. An injected restart does not duplicate committed business events.
  3. Fresh sample events reach the Eventhouse table and are queryable.
  4. Malformed fixtures appear in the failure path and valid events reach the main sink.

Explanation

Correct Answer

B:

Replay invariance validates restart safety. This observation directly tests the expected outcome.

Incorrect Answers

A:

Controlled duplicate injection validates deduplication.

C:

Event-to-table latency and content validate the route.

D:

Conservation across paths validates resilience.

Question 331

A pipeline must perform a cleanup notebook only after the Copy activity succeeds, and otherwise run compensation logic. Which postchange result provides the strongest validation of success?

  1. Run history shows failed attempts followed by a successful retry within the configured limit.
  2. A failed copy launches compensation but skips cleanup; a successful copy launches cleanup.
  3. Run history shows the Copy and Notebook activity dependencies and correct failure path.
  4. The failed step's recorded input, output and exception identify the cause.

Explanation

Correct Answer

B:

Both outcome tests validate the branch predicates. This observation directly tests the expected outcome.

Incorrect Answers

A:

Attempt history distinguishes automatic retry from a separate manual run.

C:

Activity-level history confirms the designed control flow, not just that a notebook exists.

D:

Specific activity diagnostics support targeted retries rather than blind restarts.

Question 332

A contractor needs access to a single warehouse item but should not become a member of every item in the workspace. Which postchange result provides the strongest validation of success?

  1. The intern can open permitted items but cannot create or edit workspace artifacts.
  2. The contractor can open the shared warehouse but not unrelated workspace items.
  3. The same SQL statement returns distinct authorized subsets under test identities.
  4. An unauthorized identity cannot execute the procedure while authorized users can.

Explanation

Correct Answer

B:

Testing both the permitted and unrelated item exposes accidental broad grants. This observation directly tests the expected outcome.

Incorrect Answers

A:

Effective permissions validate read-only workspace membership.

C:

An unchanged query with identity-dependent results validates dynamic RLS.

D:

Execution tests under both identities verify the object permission boundary.

Question 333

A KQL accelerated external table shows stale cache behavior after a breaking Delta schema change. What should the engineer check to confirm that the intended behavior was achieved?

  1. Old and new supported payload samples produce correctly mapped output columns.
  2. The updated shortcut resolves the new exact path and returns the expected object.
  3. Future data follows the intended retention window and historic gaps are documented honestly.
  4. Queries return new columns correctly after synchronization and acceleration statistics restart normally.

Explanation

Correct Answer

D:

Schema and cache state confirm recovery. This observation directly tests the expected outcome.

Incorrect Answers

A:

Schema-generation tests validate parsing. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Queries return new columns correctly after synchronization and acceleration statistics restart normally.

B:

Target-location inspection validates the fix.

C:

Policy and observed availability distinguish retention from query errors.

Question 334

A group-level OneLake security membership change has just been made, but some users still appear to have their previous access. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The affected identity eventually resolves the revised role across the intended querying engines.
  2. After the approved guest-access policy change, the guest's authorized data query succeeds.
  3. The recipient opens the shared item while unrelated content remains inaccessible.
  4. Relevant role-change events identify the acting principal and change time.

Explanation

Correct Answer

A:

Effective post-propagation access is the useful validation rather than immediate UI membership. This observation directly tests the expected outcome.

Incorrect Answers

B:

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

C:

Item-scoped positive and negative checks demonstrate least privilege.

D:

The activity trace links permission modification to the responsible actor.

Question 335

Consider this Microsoft Fabric case: A pipeline runs daily but needs an alert email when a scheduled run fails and not when a manual run fails. What measured result demonstrates that the requirement is satisfied?

  1. Run history shows failed attempts followed by a successful retry within the configured limit.
  2. Runs at both times show the appropriate schedule and parameter payload.
  3. A failed scheduled run sends the configured notification; a failed manual run does not use that schedule notification.
  4. A failed copy launches compensation but skips cleanup; a successful copy launches cleanup.

Explanation

Correct Answer

C:

The trigger-type difference and recipient evidence validate notification scope. This observation directly tests the expected outcome.

Incorrect Answers

A:

Attempt history distinguishes automatic retry from a separate manual run.

B:

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

D:

Both outcome tests validate the branch predicates.

Question 336

Consider this Microsoft Fabric case: A report containing personal data must carry the organization's information classification across supported Fabric items. What measured result demonstrates that the requirement is satisfied?

  1. The lead can share an item but cannot delete the workspace.
  2. The recipient opens the shared item while unrelated content remains inaccessible.
  3. Item details show the expected sensitivity label to permitted viewers.
  4. The item shows the expected endorsement in the OneLake catalog.

Explanation

Correct Answer

C:

Classification metadata proves the label was applied. This observation directly tests the expected outcome.

Incorrect Answers

A:

These distinct effective capabilities confirm the chosen scope.

B:

Item-scoped positive and negative checks demonstrate least privilege.

D:

Catalog metadata demonstrates the item's reviewed trust signal.

Question 337

A pipeline Copy activity fails because its dynamically constructed file path resolves to an absent folder. Which postchange result provides the strongest validation of success?

  1. A matching file causes a run while an excluded path does not.
  2. A rerun authenticates and begins reading source rows with the approved identity.
  3. The intended failure-handling branch runs and invalid data never reaches promotion.
  4. Run inputs show the intended resolved path and the source file is found.

Explanation

Correct Answer

D:

Effective path plus file discovery validates the correction. This observation directly tests the expected outcome.

Incorrect Answers

A:

Positive and negative event cases validate filtering.

B:

Successful source access confirms credential repair.

C:

Activity states demonstrate correct error routing.

Question 338

Fact transactions arrive before the corresponding customer dimension has been mastered. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Queries for dates before and after the change resolve to different dimension versions.
  2. The Fabric destination matches the authorized source snapshot by expected keys and record counts.
  3. A modified existing customer changes one target row without creating a duplicate customer.
  4. No fact row is dropped and late customer resolution links it to a valid dimension record.

Explanation

Correct Answer

D:

Fact retention and subsequent surrogate-key resolution validate the design. This observation directly tests the expected outcome.

Incorrect Answers

A:

Point-in-time joins verify that history was preserved.

B:

Baseline reconciliation verifies completeness rather than merely a successful job run.

C:

Matched row identity and updated values prove correct upsert behavior.

Question 339

Consider this Microsoft Fabric case: A streaming dashboard needs to flag device temperatures crossing a defined operational threshold. What measured result demonstrates that the requirement is satisfied?

  1. An injected restart does not duplicate committed business events.
  2. A value above the threshold is flagged while a value below is not.
  3. Only the expected matching device-time pairs are emitted.
  4. A known payload yields its correct numeric temperature for aggregation.

Explanation

Correct Answer

B:

Boundary samples validate the predicate. This observation directly tests the expected outcome.

Incorrect Answers

A:

Replay invariance validates restart safety.

C:

Positive and negative temporal fixtures verify the join.

D:

Value and type checks validate extraction.

Question 340

A second lakehouse must query a shared Delta dataset as a registered table. Which postchange result provides the strongest validation of success?

  1. Committed versions show consistent data with no partial corrupt writes.
  2. Spark and SQL read matching registered Delta records.
  3. Each order has one retained row with the highest timestamp.
  4. The consumer lakehouse lists the registered shortcut table.

Explanation

Correct Answer

D:

Metadata registration plus row match verifies the mapping. This observation directly tests the expected outcome.

Incorrect Answers

A:

Transaction history and row checks demonstrate integrity.

B:

Both engines retrieving equivalent rows confirms cross-engine availability.

C:

Uniqueness and time checks validate selection.