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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 37

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.

Question 361

Sensors publish continuous telemetry to a supported source, and investigators need near-real-time KQL queries. Which postchange result provides the strongest validation of success?

  1. Fresh sample events reach the Eventhouse table and are queryable.
  2. The materialized result agrees with a reference group-by query on sample data.
  3. Recent incoming events are available in Eventhouse with expected ingestion freshness.
  4. Malformed fixtures appear in the failure path and valid events reach the main sink.

Explanation

Correct Answer

A:

Event-to-table latency and content validate the route. This observation directly tests the expected outcome.

Incorrect Answers

B:

Measure equality and query performance demonstrate useful materialization.

C:

Direct event availability verifies the hot path.

D:

Conservation across paths validates resilience.

Question 362

A KQL shortcut only needs to cache recent changes for seven days, not the full history. What should the engineer check to confirm that the intended behavior was achieved?

  1. The native target supports the intended policy and returns transformed rows.
  2. Known delayed messages show a measurable positive ingestion lag.
  3. Statistics and policy state show the intended seven-day acceleration window.
  4. Every sample event contributes to the intended single window.

Explanation

Correct Answer

C:

Configured cache scope and observed statistics establish the limit. This observation directly tests the expected outcome.

Incorrect Answers

A:

Supported item type and output validate the architecture.

B:

Lag measurements separate ingestion latency from sensor-value anomalies.

D:

Boundary records confirm nonoverlapping grouping.

Question 363

Consider this Microsoft Fabric case: A customer master must return IDs absent from a transactions DataFrame. What measured result demonstrates that the requirement is satisfied?

  1. Matched and unmatched fixture keys produce expected outcomes.
  2. Three-order customers are excluded and four-order customers are included.
  3. Known timestamp pairs show the expected duration.
  4. Returned IDs exist only in the master list.

Explanation

Correct Answer

D:

Set-difference reconciliation verifies semantics. This observation directly tests the expected outcome.

Incorrect Answers

A:

Join-key reconciliation validates semantics. That observation may be useful elsewhere, but it does not directly confirm the expected evidence in the case: Returned IDs exist only in the master list.

B:

Boundary test groups validate the predicate.

C:

Arithmetic tests confirm the derived column.

Question 364

An engineering team must copy terabytes from a supported source, invoke a notebook, and notify an operator on failure. Which observation most directly verifies the intended outcome after the appropriate action?

  1. Run history shows failed attempts followed by a successful retry within the configured limit.
  2. The notebook starts after dataflow completion according to activity timestamps.
  3. Run history shows the Copy and Notebook activity dependencies and correct failure path.
  4. The two notebook activity time intervals overlap during a successful run.

Explanation

Correct Answer

C:

Activity-level history confirms the designed control flow, not just that a notebook exists. This observation directly tests the expected outcome.

Incorrect Answers

A:

Attempt history distinguishes automatic retry from a separate manual run.

B:

Timestamp ordering validates the expected handoff.

D:

Overlap and shared prerequisite completion verify parallel scheduling.

Question 365

An hourly ingest might be retried after an unknown network timeout and must not double-write the same invoices. Which postchange result provides the strongest validation of success?

  1. Measures reconcile correctly when grouped by dimensions at the chosen grain.
  2. Affected daily totals change to the recomputed correct values with no duplicate contribution.
  3. A deleted source key disappears from the active target after the change batch.
  4. Replaying the same batch leaves target invoice keys and totals unchanged.

Explanation

Correct Answer

D:

Replay invariance is stronger evidence than a one-time successful load. This observation directly tests the expected outcome.

Incorrect Answers

A:

Aggregation tests expose accidental mixed-grain duplicates.

B:

Measure reconciliation confirms corrections propagated.

C:

The absence of a deleted key verifies CDC semantics.

Question 366

An enormous Delta fact table is queried primarily with order-date predicates, and the table is still stored in an unoptimized file layout with scans across unnecessary dates. The engineer implements this change: apply a suitable order-date storage layout, such as reasonable date partitioning where appropriate, and ensure queries preserve pruning. Which observed result would provide the most direct evidence that the change achieved its intended goal?

  1. Structured tables are queryable and reconcile with source files.
  2. Existing keys update without duplication and new keys appear.
  3. Consumers query current source rows through the shortcut.
  4. The query execution plan shows only the relevant order-date partitions or file ranges scanned while returning unchanged results.

Explanation

Correct Answer

D:

Scanned-file and partition-pruning metrics directly establish the reduced I/O objective. It specifically confirms the result of this change: Apply a suitable order-date storage layout, such as reasonable date partitioning where appropriate, and ensure queries preserve pruning.

Incorrect Answers

A:

Table registration and row correspondence confirm transformation. It does not establish the required result, which is: The query execution plan shows only the relevant order-date partitions or file ranges scanned while returning unchanged results.

B:

Key-level before/after comparison validates upsert. It does not establish the required result, which is: The query execution plan shows only the relevant order-date partitions or file ranges scanned while returning unchanged results.

C:

No independent physical copy and matching data validate virtualization. It does not establish the required result, which is: The query execution plan shows only the relevant order-date partitions or file ranges scanned while returning unchanged results.

Question 367

An external OneLake shortcut connects to a restricted storage account, and item sharing alone does not permit reading the target. What should the engineer check to confirm that the intended behavior was achieved?

  1. A member with target access reads data through the shortcut, while unprivileged attempts fail.
  2. After the approved guest-access policy change, the guest's authorized data query succeeds.
  3. A user outside the authorized group no longer opens the item, while approved members still can.
  4. A newly added group member gains the intended data access after propagation.

Explanation

Correct Answer

A:

End-to-end source authorization is necessary beyond the Fabric item share. This observation directly tests the expected outcome.

Incorrect Answers

B:

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

C:

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

D:

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

Question 368

A platform owner must manage every workspace setting and remove the workspace if the project ends. What should the engineer check to confirm that the intended behavior was achieved?

  1. Audit events include the targeted actor, activity, resource, and timestamp.
  2. An analyst can select allowed columns but receives an authorization error for Salary.
  3. The platform owner has workspace-level administrative controls, including deletion.
  4. The contractor can open the shared warehouse but not unrelated workspace items.

Explanation

Correct Answer

C:

Availability of the full administration controls verifies elevated permission. This observation directly tests the expected outcome.

Incorrect Answers

A:

Actor and action fields establish traceability rather than relying on pipeline success.

B:

Denied access to the protected column demonstrates enforcement.

D:

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

Question 369

A teammate merged a new notebook definition into the repository, but the linked Fabric development workspace still shows the older version. Which postchange result provides the strongest validation of success?

  1. The deployed notebook resolves its default lakehouse to the test target after deployment.
  2. The workspace Git status shows synchronization and the notebook matches the merged commit.
  3. Target metadata shows the planned columns and constraints after deployment.
  4. The repository commit contains both item definitions and target deployment resolves their matching versions.

Explanation

Correct Answer

B:

Matching revision and sync status verify that the incoming source was applied. This observation directly tests the expected outcome.

Incorrect Answers

A:

Inspecting the effective target binding verifies the override.

C:

Catalog inspection verifies the actual schema rather than only a successful pipeline job.

D:

Complete dependency versioning and target validation prevent drift.

Question 370

Devices send delayed events with an event-created timestamp different from ingestion time. What should the engineer check to confirm that the intended behavior was achieved?

  1. Each destination receives only its selected event categories.
  2. Only the expected matching device-time pairs are emitted.
  3. A late test event is assigned to its original event-time bucket.
  4. A new event appears promptly in the native KQL table and can be filtered.

Explanation

Correct Answer

C:

Temporal bucket placement validates event-time processing. This observation directly tests the expected outcome.

Incorrect Answers

A:

Cross-sink test cases verify isolation.

B:

Positive and negative temporal fixtures verify the join.

D:

Native ingestion evidence verifies local queryability.