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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 36

Question 350

The source emits explicit delete events and the target must stop exposing removed customer records. Which postchange result provides the strongest validation of success?

  1. The product key has one active row containing the updated description.
  2. Queries for dates before and after the change resolve to different dimension versions.
  3. A modified existing customer changes one target row without creating a duplicate customer.
  4. A deleted source key disappears from the active target after the change batch.

Explanation

Correct Answer

D:

The absence of a deleted key verifies CDC semantics. This observation directly tests the expected outcome.

Incorrect Answers

A:

Single-row current-state validation proves an overwrite rather than a history append.

B:

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

C:

Matched row identity and updated values prove correct upsert behavior.

Question 351

A finance intern needs to read reports in a workspace but must not create notebooks or edit Fabric items. What should the engineer check to confirm that the intended behavior was achieved?

  1. The intern can open permitted items but cannot create or edit workspace artifacts.
  2. Item details show the expected sensitivity label to permitted viewers.
  3. The contractor can open the shared warehouse but not unrelated workspace items.
  4. The Viewer uploads a file to the allowed folder but cannot write elsewhere.

Explanation

Correct Answer

A:

Effective permissions validate read-only workspace membership. This observation directly tests the expected outcome.

Incorrect Answers

B:

Classification metadata proves the label was applied.

C:

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

D:

Testing both folder paths verifies the scope of delegated writes.

Question 352

A Dataflow destination should contain only records matching an approved whitelist of account categories. What should the engineer check to confirm that the intended behavior was achieved?

  1. Rejected identifiers remain traceable and valid totals stay correct.
  2. Counts per date-channel pair reconcile with source rows.
  3. Only permitted categories remain while input and excluded counts reconcile.
  4. Activity statistics and destination counts reconcile to the source.

Explanation

Correct Answer

C:

Positive and negative category checks validate filtering. This observation directly tests the expected outcome.

Incorrect Answers

A:

Input reconciliation proves controlled rejection.

B:

Multi-key counts validate grouping. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Only permitted categories remain while input and excluded counts reconcile.

D:

Rows and bytes alone are insufficient without target reconciliation.

Question 353

A team wants to see what a workspace publication would change in source control before committing modifications. What should the engineer check to confirm that the intended behavior was achieved?

  1. The production comparison shows exactly the expected notebook and pipeline changes.
  2. The target stage's shortcut resolves to the same authorized S3 path.
  3. The change view lists the expected items and no unrelated definitions.
  4. A project build produces the expected schema model and a reviewed deployment diff.

Explanation

Correct Answer

C:

A scoped diff supplies evidence that the commit contains only intended changes. This observation directly tests the expected outcome.

Incorrect Answers

A:

A scoped stage diff is the deployment approval evidence.

B:

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

D:

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

Question 354

An operations team plans a deployment that changes multiple supported Fabric items and needs rollback traceability. What should the engineer check to confirm that the intended behavior was achieved?

  1. The release record identifies the exact source commit and target deployment outcome.
  2. A deployment advances selected item definitions to the assigned Test workspace.
  3. The repository commit contains both item definitions and target deployment resolves their matching versions.
  4. A project build produces the expected schema model and a reviewed deployment diff.

Explanation

Correct Answer

A:

A traceable commit-to-deployment mapping is evidence of reproducibility. This observation directly tests the expected outcome.

Incorrect Answers

B:

A successful stage-to-stage definition promotion demonstrates the release route.

C:

Complete dependency versioning and target validation prevent drift.

D:

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

Question 355

A lakehouse Tables shortcut fails to register because an incompatible target format was selected. Which postchange result provides the strongest validation of success?

  1. The item appears in the intended section and is accessible using the appropriate engine.
  2. The deployed notebook reads the correct target-stage table rather than the development one.
  3. Run inputs show the intended resolved path and the source file is found.
  4. Future data follows the intended retention window and historic gaps are documented honestly.

Explanation

Correct Answer

A:

Correct registration proves the format-to-location match. This observation directly tests the expected outcome.

Incorrect Answers

B:

Resolved item IDs and read results prove correct binding.

C:

Effective path plus file discovery validates the correction.

D:

Policy and observed availability distinguish retention from query errors.

Question 356

Consider this Microsoft Fabric case: An Eventstream appears healthy but ingestion stopped shortly after a source connection rotated its credentials. What measured result demonstrates that the requirement is satisfied?

  1. Incoming-event or ingestion counters advance after a test event.
  2. Sustained high-rate fixtures trigger while isolated errors do not.
  3. A known 45-minute run is flagged and a 35-minute run is not.
  4. Errors align with the change time and clear after credential repair.

Explanation

Correct Answer

D:

Temporal evidence confirms the operational cause. This observation directly tests the expected outcome.

Incorrect Answers

A:

Eventhouse-side counts validate reception. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Errors align with the change time and clear after credential repair.

B:

Controlled event sequences validate the intended threshold.

C:

Both sides of the boundary verify the rule.

Question 357

A pipeline queue grows during peak hours even though downstream jobs individually complete quickly. What should the engineer check to confirm that the intended behavior was achieved?

  1. The most recent successful timestamp excludes failed attempts.
  2. The delayed period shows high queue latency with stable activity runtime.
  3. The missing file causes a freshness alert despite other successful runs.
  4. The slow stage appears with disproportionately high execution duration.

Explanation

Correct Answer

B:

The difference indicates capacity scheduling pressure. This observation directly tests the expected outcome.

Incorrect Answers

A:

Accurate freshness uses completed valid refreshes.

C:

Negative input testing validates the detection.

D:

Granular timing identifies the actual hot spot.

Question 358

A OneLake shortcut reports that its external target path cannot be found after a bucket migration. What should the engineer check to confirm that the intended behavior was achieved?

  1. The revised query resolves and returns the intended status values.
  2. Run inputs show the intended resolved path and the source file is found.
  3. The query compiles and returns expected join results for a fixture.
  4. The updated shortcut resolves the new exact path and returns the expected object.

Explanation

Correct Answer

D:

Target-location inspection validates the fix. This observation directly tests the expected outcome.

Incorrect Answers

A:

Schema inspection and output correctness validate repair.

B:

Effective path plus file discovery validates the correction.

C:

Parse success and result correctness validate syntax repair.

Question 359

Short notebook jobs always allocate oversized compute resources. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Workers aggregate and only small results reach the driver.
  2. Storage falls while retained table versions stay readable.
  3. Task count falls and total runtime improves.
  4. Measured resource consumption falls with acceptable runtime.

Explanation

Correct Answer

D:

Benchmark and cost establish improvement. This observation directly tests the expected outcome.

Incorrect Answers

A:

Driver memory plus measure equality prove improvement.

B:

Reclamation plus version safety validates maintenance.

C:

Task stats and correctness validate tuning.

Question 360

Consider this Microsoft Fabric case: A support engineer can view a masked identifier but has no explicit permission to see unmasked PII values. What measured result demonstrates that the requirement is satisfied?

  1. An authorized principal sees full values while an otherwise comparable nonprivileged user sees masks.
  2. A user outside the authorized group no longer opens the item, while approved members still can.
  3. A read-only constrained identity sees filtered data while the write role contains no RLS or CLS constraint.
  4. A low-privilege account cannot query the protected salary column even through filtered predicates.

Explanation

Correct Answer

A:

Comparing result visibility confirms privileged access without disabling all masks. This observation directly tests the expected outcome.

Incorrect Answers

B:

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

C:

Role definitions and effective filtering verify a supported security arrangement.

D:

Blocked predicate access demonstrates protection beyond visual masking.