McAfee-Secured Website

Exam Bundle

Exam Code: DP-700

Exam Name Implementing Data Engineering Solutions Using Microsoft Fabric

Certification Provider: Microsoft

Corresponding Certification: Microsoft Certified: Fabric Data Engineer Associate

Microsoft DP-700 Bundle $25.00
DP-700 Sample 1 DP-700 Sample 2 DP-700 Sample 3 DP-700 Sample 4 DP-700 Sample 5 DP-700 Sample 6 DP-700 Sample 7 DP-700 Sample 8 DP-700 Sample 9 DP-700 Sample 10

100% Microsoft DP-700 Guaranteed Success With Testking Training Materials

Get Real DP-700 Exam Questions & Expert Verified Answers as Experienced on the Real Exam!

  • Questions & Answers

    DP-700 Questions & Answers

    160 Questions & Answers

    The ultimate exam preparation tool, Questions & Answers mirrors the actual DP-700 exam while allowing you to hone and measure every aspect of your test-taking ability.

  • DP-700 Video Course

    DP-700 Video Course

    160 Video Lectures

    DP-700 Video Course is developed by Microsoft Professionals to help you pass the DP-700 exam.

    Description

    This course will improve your knowledge and skills required to pass Implementing Data Engineering Solutions Using Microsoft Fabric exam.

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

Satisfaction Guaranteed

Money Back Guarantee

Testking provides hassle-free money back guarantee with our products. That is because we have 100% trust in the abilities of our professional and experience product team, and our record is a proof of that.

99.6% PASS RATE
Total Cost: $164.98
Bundle Price: $139.98

Purchase Individually

  • Questions & Answers

    Questions & Answers

    160 Questions

    $124.99
  • DP-700 Video Course

    Video Course

    160 Video Lectures

    $39.99

Microsoft DP-700 Practice Test 15

Question 140

An Eventstream transformation fails when upstream publishers begin sending a differently nested JSON payload. What should the engineer implement first to satisfy the stated need?

  1. Update the column reference or apply an explicit rename mapping to the new schema.
  2. Update the KQL column reference or project a compatible alias.
  3. Update the event schema parsing and transformation expressions for the new structure.
  4. Disable the acceleration policy, update the external table schema, and re-enable when required.

Explanation

Correct Answer

C:

Transformations need field paths consistent with actual source messages.

Incorrect Answers

A:

A missing field name cannot be resolved by the Spark analyzer.

B:

KQL queries must reference fields that exist in the current table schema.

D:

Breaking Delta schema changes require policy and external schema reconciliation.

Question 141

In a Microsoft Fabric solution, the production Fabric workspace uses an Apache Airflow job for business-critical DAGs. Its default starter runtime suspends after inactivity, and operators require an always-on configurable pool for production schedules. Which configuration or implementation should the engineer choose?

  1. Configure a custom Apache Airflow pool under workspace Data Factory runtime settings and set it as the default.
  2. Set the chosen published environment as the workspace default environment.
  3. Select the intended pool configuration in the notebook's environment Compute settings.
  4. Review the workspace's current domain assignment in the Fabric domain settings.

Explanation

Correct Answer

A:

A custom Apache Airflow pool supports configurable resources and an always-on runtime, unlike the default starter pool that shuts down after inactivity.

Incorrect Answers

B:

Workspace default can inherit a selected environment's compute and library configuration.

C:

Environment compute configuration can specify pool resources when workspace overrides are allowed.

D:

Inspecting the existing association identifies the correct scope before reassigning governance ownership.

Question 142

A Viewer needs to upload files to a designated lakehouse folder while remaining unable to modify unrelated folders. Which engineering decision is most suitable for this specific situation?

  1. Grant a OneLake security role with ReadWrite on that folder, with the required Read access.
  2. Grant only the required permissions on that warehouse item.
  3. Grant UNMASK only to an approved privileged principal when the business case requires it.
  4. Restrict sensitive column access with permissions rather than treating masking as a security boundary.

Explanation

Correct Answer

A:

Folder-scoped ReadWrite allows a reader to create and edit items inside the authorized data path.

Incorrect Answers

B:

Item-level sharing can give access to a specific Fabric resource rather than broad workspace membership.

C:

The UNMASK permission governs access to unmasked results separately from general SELECT.

D:

Dynamic data masking alone does not prevent inference attacks through predicates.

Question 143

An Eventstream sends to an Eventhouse destination but authorization on that destination was revoked. Which action best addresses the requirement?

  1. Correct the dependency branch conditions for the required outcome.
  2. Define and provide the required pipeline parameter or safe default.
  3. Restore the minimum required destination write permissions.
  4. Restore gateway availability or select a valid supported gateway connection.

Explanation

Correct Answer

C:

A stream destination must accept writes from the configured connection identity.

Incorrect Answers

A:

A failure will not satisfy a success-only dependency in a pipeline graph.

B:

Runtime parameters must exist with the names referenced by dynamic expressions.

D:

A gateway-dependent source requires an operational gateway path.

Question 144

A nightly pipeline is marked failed and the team needs the exact failing activity and its error. What should the engineer implement first to satisfy the stated need?

  1. Open the pipeline run in the Fabric monitoring experience and inspect its activity runs.
  2. Aggregate pipeline run outcomes by date and failure type.
  3. Inspect Copy activity input/output metrics and reconcile source and sink counts.
  4. Inspect KQL query diagnostics or query statistics for representative runs.

Explanation

Correct Answer

A:

Activity-level monitoring identifies failing steps and their diagnostic output.

Incorrect Answers

B:

Trend monitoring reveals recurrent errors not visible from a single run.

C:

Copy statistics reveal transfer counts and possible skipped or rejected rows.

D:

Query metrics show performance beyond final row counts.

Question 145

In a Microsoft Fabric solution, large Parquet and JSON feeds need Spark-managed Delta tables and SQL access. Which configuration or implementation should the engineer choose?

  1. Choose a Fabric Warehouse for the SQL-first model.
  2. Choose a Fabric lakehouse for file-oriented analytical storage.
  3. Create a shortcut in the lakehouse Files section.
  4. Route good rows to curated storage and bad records to a quarantine sink.

Explanation

Correct Answer

B:

Lakehouses combine OneLake files, Spark Delta tables, and a SQL endpoint.

Incorrect Answers

A:

Warehouse supports relational tables and T-SQL analytical workloads.

C:

Files shortcuts expose arbitrary formats without automatic table registration.

D:

Separate validation branches retain evidence of invalid input.

Question 146

Streaming events from two sources must be joined by device ID and bounded event-time proximity. Which action best addresses the requirement?

  1. Use a stateful streaming join with a valid event-time bound and watermark policy.
  2. Apply an event-time watermark that covers the accepted lateness policy.
  3. Base time-series grouping on the business event timestamp.
  4. Use deduplication keyed on event ID within a defined streaming state policy.

Explanation

Correct Answer

A:

Bounded joins limit held state and match related events by key and time.

Incorrect Answers

B:

Watermarks bound the amount of late data retained in streaming state.

C:

Event-time semantics reflect when the event occurred, not when ingestion received it.

D:

Keyed streaming deduplication limits duplicate business contributions.

Question 147

A warehouse developer accidentally gives an analytics contractor Contributor, allowing item edits when only a single SQL view should be readable. Which engineering decision is most suitable for this specific situation?

  1. Remove excess workspace membership and grant limited access to the approved view.
  2. Grant UNMASK only to an approved privileged principal when the business case requires it.
  3. Reduce broad workspace access and rely on narrowly scoped item and data roles.
  4. Grant a OneLake security role with ReadWrite on that folder, with the required Read access.

Explanation

Correct Answer

A:

A specific SQL object grant limits reach more safely than a broad workspace authoring role.

Incorrect Answers

B:

The UNMASK permission governs access to unmasked results separately from general SELECT.

C:

Workspace access can confer item-wide rights that undermine fine-grained data access goals.

D:

Folder-scoped ReadWrite allows a reader to create and edit items inside the authorized data path.

Question 148

A dimensional warehouse has transaction currency values stored in changing source currencies but financial reports need consistent conversion context. Which action best addresses the requirement?

  1. Recompute or adjust affected aggregates using the changed underlying business keys.
  2. Load rows above the persisted high-water transaction ID and advance the watermark after success.
  3. Deduplicate using the complete business key of transaction ID and line number.
  4. Record source currency, rate context, and transaction-time reference in the loading design.

Explanation

Correct Answer

D:

Preserving conversion context avoids misinterpreting historic amounts under current rates.

Incorrect Answers

A:

Corrections must flow into derived measures, not only the detail table.

B:

A durable high-water mark limits later loads to unseen append-only records.

C:

A composite key matches the actual record identity rather than a locally repeated attribute.

Question 149

In a Microsoft Fabric solution, a lakehouse Tables shortcut fails to register because an incompatible target format was selected. Which configuration or implementation should the engineer choose?

  1. Reference a valid supported Delta table in Tables or use Files for arbitrary formats.
  2. Restore gateway availability or select a valid supported gateway connection.
  3. Rebind the notebook to the intended target-stage default lakehouse and resolve the path.
  4. Review the table retention policy and restore from retained source or archive where available.

Explanation

Correct Answer

A:

Tables shortcuts require supported tabular data; Files shortcuts can expose non-Delta files.

Incorrect Answers

B:

A gateway-dependent source requires an operational gateway path.

C:

Notebook references depend on an effective lakehouse binding in each environment.

D:

A retention policy governs how long native ingested records remain available.

Question 150

A release lead must create Fabric items and share workspace items with collaborators but does not need to delete the workspace. Which engineering decision is most suitable for this specific situation?

  1. Apply the approved sensitivity label to the item.
  2. Assign a managed Microsoft Entra group to the OneLake security role.
  3. Maintain the specific item share rather than granting workspace Contributor.
  4. Assign the release lead the Member workspace role.

Explanation

Correct Answer

D:

Member includes item management and sharing without full Admin workspace deletion privileges.

Incorrect Answers

A:

Sensitivity labels classify and govern sensitive information independently of workspace membership.

B:

OneLake security resolves supported Entra group membership for role grants.

C:

Item access is narrower than workspace roles and avoids unnecessary creation and modification rights.