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Microsoft DP-700 Practice Test 36

Question 350

An Eventhouse monitoring database is enabled. Which validation confirms useful operational signals are being collected?

  1. Verify that a monitoring database object exists but never run its diagnostic queries.
  2. Inspect only the last successful query and ignore failed or throttled requests.
  3. Query the relevant monitoring tables for recent ingestion and query activity, including known throttling events and corresponding timestamps.
  4. Use a static screenshot of a quiet-hour capacity gauge as peak-period evidence.

Explanation

Correct Answer

C:

Actual records correlated to workload times demonstrate that the monitoring source is populated and relevant.

Incorrect Answers

A:

The item existing does not prove telemetry categories are populated or available to operators.

B:

Successful requests don't establish absence of intermittent failures or ingestion errors under load.

D:

One low-load screenshot cannot establish query contention at the reported incident time.

Question 351

A semantic model dashboard is stale despite new source Delta records. Select TWO checks to distinguish a refresh issue from upstream data freshness.

  1. Rebuild the lakehouse Delta source because the imported semantic model didn't refresh.
  2. Inspect the semantic model’s last successful refresh time, status and any failed run details.
  3. Change only the dashboard's visual refresh rate and ignore imported model refresh failures.
  4. Assume Direct Lake mode without verifying the model is actually Import.
  5. Compare source table update timestamps with the model’s effective data/refresh timestamp and its chosen connection mode.

Explanation

Correct Answers

B:

Refresh metadata reveals whether the semantic layer has processed the current source period.

E:

Source freshness and model mode determine whether a manual or scheduled refresh should be expected to change visible results.

Incorrect Answers

A:

The source already has new rows; troubleshoot the independent imported model refresh process first.

C:

A faster visual cannot display source updates not loaded into the imported semantic model.

D:

The scenario explicitly uses an imported semantic model whose scheduled refresh failed.

Question 352

The lakehouse contains new rows but an imported semantic model still shows last week’s values. Its scheduled refresh failed. Why?

  1. The lakehouse cannot contain newer rows until an imported semantic model refreshes.
  2. A stale imported semantic model proves the source Delta table has no valid transaction log.
  3. Changing a report title would force the imported model to reload source data.
  4. The model has not successfully reprocessed its updated source because the configured refresh failed.

Explanation

Correct Answer

D:

For imported data, source updates do not automatically change the model’s stored results until a successful refresh.

Incorrect Answers

A:

The lakehouse is already fresh; imported semantic models have their own refresh lifecycle and cached state.

B:

Current source rows demonstrate freshness independently of the semantic model's failed refresh.

C:

Report naming does not invoke a scheduled semantic-model refresh or repair credentials.

Question 353

After fixing the semantic model refresh, what is the best verification?

  1. Check only the lakehouse row count and assume all imported reports are current.
  2. Confirm the imported model completed a successful scheduled or manual refresh, then reconcile known new source values to report results under the intended consumer identity.
  3. Compare report colors before and after the refresh, without querying model data.
  4. Read the semantic-model refresh configuration but never inspect its last run result.

Explanation

Correct Answer

B:

Import-mode model data changes only after a successful data refresh. Validating report-level values against known source rows under the intended identity proves the repaired model contains the current source data.

Incorrect Answers

A:

A fresh lakehouse does not prove the semantic model imported the new rows.

C:

Visual styling cannot establish that the cached model matches source Delta records.

D:

A defined schedule may have failed; verify actual successful execution and data reconciliation.

Question 354

A production Fabric pipeline fails repeatedly overnight and staff need timely operational notifications. Which control should be configured?

  1. Configure only a manual pipeline Run button for the on-call analyst.
  2. Set up a success-only notification and assume failures use the same condition.
  3. Configure supported failure notifications or monitoring-driven alerts for the relevant scheduled pipeline/job state, with verified recipients.
  4. Subscribe one developer's browser tab to pipeline status instead of the approved on-call recipients.

Explanation

Correct Answer

C:

Alerting should be tied to actual job failure or run-event metrics rather than relying on manual dashboard inspection.

Incorrect Answers

A:

Manual invocation doesn't create scheduled failure detection or a notification action.

B:

A success predicate won't detect failed overnight pipeline executions.

D:

A browser-only view won't reliably notify unattended staff and lacks persistent routing.

Question 355

A pipeline has failure email notifications configured specifically for its scheduled runs. An engineer presses Run now to test the pipeline, observes a failure, but no schedule-failure email is delivered. Why?

  1. Clicking Run once manually creates an ongoing failure-notification subscription.
  2. The pipeline failure should appear as a browser popup whenever an operator opens Fabric.
  3. A higher Fabric capacity SKU automatically sends incident email to everyone in the workspace.
  4. Scheduled-run failure notification rules may apply only to scheduled invocations, so an on-demand test need not exercise that notification path.

Explanation

Correct Answer

D:

Fabric scheduled-run failure notifications trigger for eligible scheduled invocations; a manual on-demand Run now failure does not exercise that subscription. A controlled scheduled failure or separate run-event alert is needed for testing.

Incorrect Answers

A:

A one-time execution does not configure alert rules or email recipients for later scheduled failures.

B:

Interactive UI presence isn't an operational notification route when no one is logged in.

C:

Capacity sizing does not create a notification rule or approved recipient list.

Question 356

A pipeline failure alert is deployed. What verification proves it can notify the intended staff?

  1. Trigger a controlled eligible pipeline failure and confirm the generated alert identifies the pipeline/run and reaches the configured recipient or channel.
  2. Check the existence of an alert definition without triggering a controlled failure.
  3. Validate the pipeline's successful path and assume failure alerts will fire.
  4. Read a historic email from an unrelated Fabric workload as evidence.

Explanation

Correct Answer

A:

An end-to-end alert test checks both detection and delivery; the presence of an alert rule alone is insufficient.

Incorrect Answers

B:

A configured rule can still have wrong scope, conditions, recipient permissions or delivery setup.

C:

Only a failure test exercises the rule's predicate, messaging and routing.

D:

An unrelated message doesn't prove this pipeline's failure signal reaches its intended on-call group.

Question 357

A pipeline appears to be running for hours but no explicit error has surfaced. What investigation best identifies where it is stuck?

  1. Increase Copy activity parallelism even though the Copy operations already completed.
  2. Inspect the execution timeline, per-activity duration, dependency wait state and linked activity diagnostics for the current run.
  3. Cancel every long-running pipeline after a fixed hour without inspecting activity state.
  4. Inspect only the parent pipeline green/red status without the execution dependency graph.

Explanation

Correct Answer

B:

Pipeline status alone does not show which activity or edge consumes elapsed time; critical-path telemetry does.

Incorrect Answers

A:

The bottleneck is an unsatisfied downstream dependency, not the finished Copy engine's throughput.

C:

Arbitrary cancellation hides actual waits and may leave downstream state inconsistent.

D:

A parent In Progress state does not identify which activity or condition is still pending.

Question 358

A pipeline is marked In Progress while every already-started Copy activity has finished. One downstream dependency remains waiting. Why can the run still be active?

  1. The pipeline has no current errors, so it must have completed its dependency graph.
  2. The Copy activities all ended, so an upstream source record must still be locked.
  3. A downstream activity or unmet dependency/run condition can keep the orchestration pending even after earlier activities have completed.
  4. The Fabric domain has a pending ownership review that automatically pauses the pipeline.

Explanation

Correct Answer

C:

The overall pipeline state includes scheduling and dependency resolution, not only elapsed time in successful Copy activities.

Incorrect Answers

A:

An in-progress dependency can leave the pipeline waiting after prior activities have succeeded.

B:

No evidence links a database lock to the pipeline's unsatisfied downstream dependency condition.

D:

Domain governance isn't the engine controlling pipeline activity dependencies and completion.

Question 359

An apparently stuck pipeline is corrected. What validation establishes the bottleneck was removed?

  1. Check only the final target row count without inspecting pending activity states.
  2. Wait for a green parent status instead of examining the run DAG and timestamps.
  3. Increase Copy worker parallelism even though those activities have already finished.
  4. Compare the activity timeline for comparable runs and confirm the formerly blocked dependency now transitions and the full run terminates as expected.

Explanation

Correct Answer

D:

A before/after critical-path comparison ties the fix to the waiting node rather than a coincidental decrease in total duration.

Incorrect Answers

A:

Data can be complete while the pipeline remains blocked by a waiting dependency or activity.

B:

A green summary may not appear until the blocked condition is resolved; investigate the actual dependency.

C:

More Copy capacity cannot unblock a downstream condition waiting on a different dependency.

Question 360

Operations must compare all nightly Dataflow and Copy jobs across several workspaces. Select TWO sensible monitoring steps.

  1. Use the Fabric monitoring hub or supported centralized workspace monitoring view and filter by workspace, item and run window.
  2. Drill into the specific failed item’s activity/run details before concluding the cause.
  3. Export the first workspace's recent run list and label it tenant-wide health.
  4. Compare only Dataflow Gen2 refreshes while omitting Copy activity results.
  5. Aggregate run counts without identifying the originating workspace or job identity.

Explanation

Correct Answers

A:

Central run history provides consistent status and timing across monitored Fabric activities.

B:

Aggregated status identifies candidate incidents, but root-cause evidence resides in item- and activity-level diagnostics.

Incorrect Answers

C:

That excludes Dataflows and Copy jobs in all other workspaces and cannot prove global coverage.

D:

The requested nightly review spans both workload types; omitting Copy loses part of the scheduled roster.

E:

Anonymous counts can hide absent workspaces and duplicated runs, undermining completeness.


Implementing Data Engineering Solutions Using Microsoft Fabric (DP-700) Practice Tests

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