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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 43

Question 420

Consider this Microsoft Fabric case: A Warehouse conversion fails when a varchar column contains values outside the expected numeric range. What measured result demonstrates that the requirement is satisfied?

  1. The query compiles and returns expected join results for a fixture.
  2. Valid values convert exactly and invalid values are handled explicitly.
  3. Previously rejected fixture rows land with valid target types and values.
  4. The revised query resolves and returns the intended status values.

Explanation

Correct Answer

B:

Boundary fixtures verify the correction. This observation directly tests the expected outcome.

Incorrect Answers

A:

Parse success and result correctness validate syntax repair.

C:

Row-level type checks confirm mapping alignment.

D:

Schema inspection and output correctness validate repair.

Question 421

An Eventstream sends to multiple sinks but one route stops receiving events. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The slow request appears with its session and elapsed state during execution.
  2. Incoming-event or ingestion counters advance after a test event.
  3. The affected destination's counters and error state explain its missing events.
  4. Peak CU or throttling data aligns with the affected job intervals.

Explanation

Correct Answer

C:

Per-sink evidence narrows the failure scope. This observation directly tests the expected outcome.

Incorrect Answers

A:

A live DMV record establishes the query-level bottleneck.

B:

Eventhouse-side counts validate reception. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: The affected destination's counters and error state explain its missing events.

D:

Time correlation identifies resource contention.

Question 422

Consider this Microsoft Fabric case: A Spark pipeline groups an entire table before applying a highly selective filter. What measured result demonstrates that the requirement is satisfied?

  1. Scanned records fall and current-window answers stay equal.
  2. Shuffle bytes fall and grouped results remain equal.
  3. Workers aggregate and only small results reach the driver.
  4. Physical plan uses broadcast and shuffle bytes decrease.

Explanation

Correct Answer

B:

Execution evidence validates the rewrite. This observation directly tests the expected outcome.

Incorrect Answers

A:

Query statistics verify reduction. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Shuffle bytes fall and grouped results remain equal.

C:

Driver memory plus measure equality prove improvement.

D:

Plan and bytes verify the mechanism.

Question 423

A business domain lead needs to delegate management of a Fabric domain without giving every owner global tenant administration. What should the engineer check to confirm that the intended behavior was achieved?

  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

C:

A scope-limited successful domain operation demonstrates least privilege. This observation directly tests the expected outcome.

Incorrect Answers

A:

Comparing effective session configuration verifies isolation.

B:

The different effective bindings prove configuration isolation.

D:

Successful imports on fresh sessions show package governance is effective.

Question 424

A warehouse table exposes sensitive salary data; analysts may query other columns but must not select Salary at all. What should the engineer check to confirm that the intended behavior was achieved?

  1. Authorized users can access permitted columns but receive no access to protected fields.
  2. Different analyst identities querying the same table obtain only their authorized regional rows.
  3. An unauthorized identity cannot execute the procedure while authorized users can.
  4. An analyst can select allowed columns but receives an authorization error for Salary.

Explanation

Correct Answer

D:

Denied access to the protected column demonstrates enforcement. This observation directly tests the expected outcome.

Incorrect Answers

A:

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

B:

Identity-specific row sets directly test the filtering predicate.

C:

Execution tests under both identities verify the object permission boundary.

Question 425

A team wants a useful analytics artifact to be more discoverable, but it has not completed the formal certification process. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The artifact carries a Promoted marker but no Certified marker.
  2. The lead can share an item but cannot delete the workspace.
  3. A newly added group member gains the intended data access after propagation.
  4. The recipient opens the shared item while unrelated content remains inaccessible.

Explanation

Correct Answer

A:

The displayed endorsement level matches the governance decision. This observation directly tests the expected outcome.

Incorrect Answers

B:

These distinct effective capabilities confirm the chosen scope.

C:

Membership-based access validates group administration without direct per-user grants.

D:

Item-scoped positive and negative checks demonstrate least privilege.

Question 426

A refresh alert fires even though the semantic model's latest attempt returned an error. Which postchange result provides the strongest validation of success?

  1. A failed scheduled run sends a notification to the expected recipient.
  2. Sustained high-rate fixtures trigger while isolated errors do not.
  3. The failed activity record includes the expected failure message and execution time.
  4. The most recent successful timestamp excludes failed attempts.

Explanation

Correct Answer

D:

Accurate freshness uses completed valid refreshes. This observation directly tests the expected outcome.

Incorrect Answers

A:

Recipient and trigger identity validate notification scope.

B:

Controlled event sequences validate the intended threshold.

C:

Detailed run evidence supports targeted repair.

Question 427

KQL telemetry stores utilization percentages as strings but average is required. Which postchange result provides the strongest validation of success?

  1. Recent source events are queryable with expected event timestamps.
  2. Known country totals equal expected source sums.
  3. The refresh populates the destination with cleaned known sample rows.
  4. Known utilization fixtures yield the expected arithmetic average.

Explanation

Correct Answer

D:

Test data verifies conversion handling. This observation directly tests the expected outcome.

Incorrect Answers

A:

Freshness and record correspondence test the design.

B:

Measure reconciliation proves the result grain.

C:

Output reconciliation tests both transformation and load.

Question 428

Warehouse SQL queries time out at busy periods and the engineer needs currently active request details. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The slow stage appears with disproportionately high execution duration.
  2. The failed activity record includes the expected failure message and execution time.
  3. A controlled threshold-crossing event produces the intended notification.
  4. The slow request appears with its session and elapsed state during execution.

Explanation

Correct Answer

D:

A live DMV record establishes the query-level bottleneck. This observation directly tests the expected outcome.

Incorrect Answers

A:

Granular timing identifies the actual hot spot.

B:

Detailed run evidence supports targeted repair.

C:

An injected threshold case validates the alert.

Question 429

An engineer discovers a Git-connected workspace has local changes, and a newer remote commit should not be applied over them without review. Which observation most directly verifies the intended outcome after the appropriate action?

  1. The production comparison shows exactly the expected notebook and pipeline changes.
  2. The repository commit contains both item definitions and target deployment resolves their matching versions.
  3. After reconciliation, Git reports a synchronized workspace with no unreviewed local changes.
  4. A project build produces the expected schema model and a reviewed deployment diff.

Explanation

Correct Answer

C:

Clean synchronization confirms the intended conflict-handling step. This observation directly tests the expected outcome.

Incorrect Answers

A:

A scoped stage diff is the deployment approval evidence.

B:

Complete dependency versioning and target validation prevent drift.

D:

Successful build and intended object diff validate declarative schema change management.

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.