McAfee-Secured Website

Exam Bundle

Exam Code: Certified Data Engineer Professional

Exam Name Certified Data Engineer Professional

Certification Provider: Databricks

Corresponding Certification: Databricks Certified Data Engineer Professional

Databricks Certified Data Engineer Professional Bundle $25.00

100% Databricks Certified Data Engineer Professional Guaranteed Success With Testking Training Materials

Get Real Certified Data Engineer Professional Exam Questions & Expert Verified Answers as Experienced on the Real Exam!

  • Questions & Answers

    Certified Data Engineer Professional Questions & Answers

    339 Questions & Answers

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

  • Certified Data Engineer Professional Video Course

    Certified Data Engineer Professional Video Course

    33 Video Lectures

    Certified Data Engineer Professional Video Course is developed by Databricks Professionals to help you pass the Certified Data Engineer Professional exam.

    Description

    This course will improve your knowledge and skills required to pass Certified Data Engineer Professional exam.

Certified Data Engineer Professional 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

    339 Questions

    $124.99
  • Certified Data Engineer Professional Video Course

    Video Course

    33 Video Lectures

    $39.99

Databricks Certified Data Engineer Professional Practice Test 87

Question 860

A deployment team promotes code and resources from version control to Databricks workspaces. The team implements Use development targets with isolate-friendly naming or resource prefixes. The goal was: Different branches have conflicting deployment names in a shared dev workspace. Which observed result best verifies success?

  1. Notebook content and deployment metadata match the approved commit
  2. Deployed resources appear only in the intended workspace
  3. Only resources tracked by the selected deployment are removed as expected
  4. Two developers can deploy their bundles without overwriting each other's resources

Explanation

Correct Answer

D:

Two developers can deploy their bundles without overwriting each other's resources directly measures whether Use development targets with isolate-friendly naming or resource prefixes achieved the requirement “Different branches have conflicting deployment names in a shared dev workspace.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

That observation is a valid indicator for “A workspace notebook differs from the deployed Git commit unexpectedly” when using Synchronize or redeploy from the canonical reviewed Git revision. The scenario instead tests “Different branches have conflicting deployment names in a shared dev workspace”; the relevant result is Two developers can deploy their bundles without overwriting each other's resources.

B:

This signal belongs to the adjacent case “A CI workflow must deploy resource definitions across an approved target workspace,” whose remedy is Use `databricks bundle deploy` with explicit target and credentials. The observed result for the present requirement is Two developers can deploy their bundles without overwriting each other's resources.

C:

Only resources tracked by the selected deployment are removed as expected would demonstrate the separate action Use supported bundle destroy/remove workflow for the correct target after review, which addresses “An unwanted test resource from a bundle should be deleted under controlled lifecycle.” It does not verify the requirement “Different branches have conflicting deployment names in a shared dev workspace” following Use development targets with isolate-friendly naming or resource prefixes.

Question 861

A notebook team wants reliable review and release history for production ETL. The change request states: A production notebook change must be peer-reviewed before deployment. Which implementation best satisfies that requirement?

  1. Redeploy the last validated version/tag from Git
  2. Synchronize or redeploy from the canonical reviewed Git revision
  3. Remove secret use, rotate credentials and replace them with secret references
  4. Use a Git-backed branch and pull-request review workflow

Explanation

Correct Answer

D:

The requested outcome is “A production notebook change must be peer-reviewed before deployment.” Use a Git-backed branch and pull-request review workflow is the matching action; Only approved merged commits enter the deployment branch gives observable acceptance evidence.

Incorrect Answers

A:

The alternative Redeploy the last validated version/tag from Git has a distinct purpose—A production change introduces a regression and the team needs rollback. It would not establish the required outcome (A production notebook change must be peer-reviewed before deployment); the necessary verification concerns Only approved merged commits enter the deployment branch.

B:

The alternative Synchronize or redeploy from the canonical reviewed Git revision has a distinct purpose—A workspace notebook differs from the deployed Git commit unexpectedly. It would not establish the required outcome (A production notebook change must be peer-reviewed before deployment); the necessary verification concerns Only approved merged commits enter the deployment branch.

C:

Remove secret use, rotate credentials and replace them with secret references belongs to the separate case “A notebook has hard-coded secrets checked into Git history,” where The current deployment no longer contains the secret and the old credential is revoked would be expected. That differs from the condition in this stem: “A production notebook change must be peer-reviewed before deployment.”

Question 862

A notebook team wants reliable review and release history for production ETL. The change record shows Use a Git-backed branch and pull-request review workflow. The acceptance test concerns: A production notebook change must be peer-reviewed before deployment. Which outcome confirms it?

  1. Only approved merged commits enter the deployment branch
  2. Production resources run the known-good code version again
  3. Feature changes run without modifying the production branch
  4. The current deployment no longer contains the secret and the old credential is revoked

Explanation

Correct Answer

A:

The team used Use a Git-backed branch and pull-request review workflow to fulfill “A production notebook change must be peer-reviewed before deployment.” Observing Only approved merged commits enter the deployment branch confirms the intended effect in the resulting workload.

Incorrect Answers

B:

This signal belongs to the adjacent case “A production change introduces a regression and the team needs rollback,” whose remedy is Redeploy the last validated version/tag from Git. The observed result for the present requirement is Only approved merged commits enter the deployment branch.

C:

Feature changes run without modifying the production branch pertains to a different control (Use an isolated Git branch or workspace Git folder checkout) and a different need (A developer needs to test a feature branch without modifying production code). It cannot establish that Use a Git-backed branch and pull-request review workflow met the stated goal.

D:

That observation is a valid indicator for “A notebook has hard-coded secrets checked into Git history” when using Remove secret use, rotate credentials and replace them with secret references. The scenario instead tests “A production notebook change must be peer-reviewed before deployment”; the relevant result is Only approved merged commits enter the deployment branch.

Question 863

A notebook team wants reliable review and release history for production ETL. Production acceptance depends on this condition: A workspace notebook differs from the deployed Git commit unexpectedly. What should the engineer configure?

  1. Synchronize or redeploy from the canonical reviewed Git revision
  2. Use an isolated Git branch or workspace Git folder checkout
  3. Redeploy the last validated version/tag from Git
  4. Remove secret use, rotate credentials and replace them with secret references

Explanation

Correct Answer

A:

Synchronize or redeploy from the canonical reviewed Git revision addresses the requested condition (“A workspace notebook differs from the deployed Git commit unexpectedly”) rather than an adjacent platform task. The independent success check is: Notebook content and deployment metadata match the approved commit.

Incorrect Answers

B:

This action solves a different issue: “A developer needs to test a feature branch without modifying production code.” Its normal signal is Feature changes run without modifying the production branch. Here the requested behavior is “A workspace notebook differs from the deployed Git commit unexpectedly,” so that signal is not sufficient.

C:

This action solves a different issue: “A production change introduces a regression and the team needs rollback.” Its normal signal is Production resources run the known-good code version again. Here the requested behavior is “A workspace notebook differs from the deployed Git commit unexpectedly,” so that signal is not sufficient.

D:

This action solves a different issue: “A notebook has hard-coded secrets checked into Git history.” Its normal signal is The current deployment no longer contains the secret and the old credential is revoked. Here the requested behavior is “A workspace notebook differs from the deployed Git commit unexpectedly,” so that signal is not sufficient.

Question 864

A notebook team wants reliable review and release history for production ETL. Following Synchronize or redeploy from the canonical reviewed Git revision, the incident team needs evidence that A workspace notebook differs from the deployed Git commit unexpectedly. Which observation supports closure?

  1. Feature changes run without modifying the production branch
  2. Production resources run the known-good code version again
  3. The current deployment no longer contains the secret and the old credential is revoked
  4. Notebook content and deployment metadata match the approved commit

Explanation

Correct Answer

D:

Notebook content and deployment metadata match the approved commit directly measures whether Synchronize or redeploy from the canonical reviewed Git revision achieved the requirement “A workspace notebook differs from the deployed Git commit unexpectedly.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

Feature changes run without modifying the production branch pertains to a different control (Use an isolated Git branch or workspace Git folder checkout) and a different need (A developer needs to test a feature branch without modifying production code). It cannot establish that Synchronize or redeploy from the canonical reviewed Git revision met the stated goal.

B:

Production resources run the known-good code version again would demonstrate the separate action Redeploy the last validated version/tag from Git, which addresses “A production change introduces a regression and the team needs rollback.” It does not verify the requirement “A workspace notebook differs from the deployed Git commit unexpectedly” following Synchronize or redeploy from the canonical reviewed Git revision.

C:

This signal belongs to the adjacent case “A notebook has hard-coded secrets checked into Git history,” whose remedy is Remove secret use, rotate credentials and replace them with secret references. The observed result for the present requirement is Notebook content and deployment metadata match the approved commit.

Question 865

A notebook team wants reliable review and release history for production ETL. The current design is incomplete because: A developer needs to test a feature branch without modifying production code. Which change addresses it directly?

  1. Use an isolated Git branch or workspace Git folder checkout
  2. Remove secret use, rotate credentials and replace them with secret references
  3. Synchronize or redeploy from the canonical reviewed Git revision
  4. Redeploy the last validated version/tag from Git

Explanation

Correct Answer

A:

For this scenario, Use an isolated Git branch or workspace Git folder checkout implements the behavior required by “A developer needs to test a feature branch without modifying production code.” Check the resulting state against: Feature changes run without modifying the production branch.

Incorrect Answers

B:

The alternative Remove secret use, rotate credentials and replace them with secret references has a distinct purpose—A notebook has hard-coded secrets checked into Git history. It would not establish the required outcome (A developer needs to test a feature branch without modifying production code); the necessary verification concerns Feature changes run without modifying the production branch.

C:

Synchronize or redeploy from the canonical reviewed Git revision is appropriate when “A workspace notebook differs from the deployed Git commit unexpectedly”; it would be verified by Notebook content and deployment metadata match the approved commit. It does not directly satisfy “A developer needs to test a feature branch without modifying production code,” whose relevant acceptance evidence is Feature changes run without modifying the production branch.

D:

Redeploy the last validated version/tag from Git is appropriate when “A production change introduces a regression and the team needs rollback”; it would be verified by Production resources run the known-good code version again. It does not directly satisfy “A developer needs to test a feature branch without modifying production code,” whose relevant acceptance evidence is Feature changes run without modifying the production branch.

Question 866

A notebook team wants reliable review and release history for production ETL. Following Use an isolated Git branch or workspace Git folder checkout, the incident team needs evidence that A developer needs to test a feature branch without modifying production code. Which observation supports closure?

  1. Notebook content and deployment metadata match the approved commit
  2. Feature changes run without modifying the production branch
  3. The current deployment no longer contains the secret and the old credential is revoked
  4. Production resources run the known-good code version again

Explanation

Correct Answer

B:

The team used Use an isolated Git branch or workspace Git folder checkout to fulfill “A developer needs to test a feature branch without modifying production code.” Observing Feature changes run without modifying the production branch confirms the intended effect in the resulting workload.

Incorrect Answers

A:

This signal belongs to the adjacent case “A workspace notebook differs from the deployed Git commit unexpectedly,” whose remedy is Synchronize or redeploy from the canonical reviewed Git revision. The observed result for the present requirement is Feature changes run without modifying the production branch.

C:

The current deployment no longer contains the secret and the old credential is revoked would demonstrate the separate action Remove secret use, rotate credentials and replace them with secret references, which addresses “A notebook has hard-coded secrets checked into Git history.” It does not verify the requirement “A developer needs to test a feature branch without modifying production code” following Use an isolated Git branch or workspace Git folder checkout.

D:

That observation is a valid indicator for “A production change introduces a regression and the team needs rollback” when using Redeploy the last validated version/tag from Git. The scenario instead tests “A developer needs to test a feature branch without modifying production code”; the relevant result is Feature changes run without modifying the production branch.

Question 867

A notebook team wants reliable review and release history for production ETL. The current design is incomplete because: A production change introduces a regression and the team needs rollback. Which change addresses it directly?

  1. Use a Git-backed branch and pull-request review workflow
  2. Use an isolated Git branch or workspace Git folder checkout
  3. Redeploy the last validated version/tag from Git
  4. Remove secret use, rotate credentials and replace them with secret references

Explanation

Correct Answer

C:

The requirement concerns “A production change introduces a regression and the team needs rollback.” The selected operation, Redeploy the last validated version/tag from Git, is the direct engineering control. Its effect can be checked by confirming: Production resources run the known-good code version again.

Incorrect Answers

A:

Use a Git-backed branch and pull-request review workflow is appropriate when “A production notebook change must be peer-reviewed before deployment”; it would be verified by Only approved merged commits enter the deployment branch. It does not directly satisfy “A production change introduces a regression and the team needs rollback,” whose relevant acceptance evidence is Production resources run the known-good code version again.

B:

Use an isolated Git branch or workspace Git folder checkout belongs to the separate case “A developer needs to test a feature branch without modifying production code,” where Feature changes run without modifying the production branch would be expected. That differs from the condition in this stem: “A production change introduces a regression and the team needs rollback.”

D:

Remove secret use, rotate credentials and replace them with secret references belongs to the separate case “A notebook has hard-coded secrets checked into Git history,” where The current deployment no longer contains the secret and the old credential is revoked would be expected. That differs from the condition in this stem: “A production change introduces a regression and the team needs rollback.”

Question 868

A notebook team wants reliable review and release history for production ETL. A reviewer sees that engineers chose Redeploy the last validated version/tag from Git. To verify A production change introduces a regression and the team needs rollback, what should the reviewer observe?

  1. Notebook content and deployment metadata match the approved commit
  2. The current deployment no longer contains the secret and the old credential is revoked
  3. Feature changes run without modifying the production branch
  4. Production resources run the known-good code version again

Explanation

Correct Answer

D:

Production resources run the known-good code version again is the matching outcome for the implemented control (Redeploy the last validated version/tag from Git) and the stated requirement “A production change introduces a regression and the team needs rollback.”

Incorrect Answers

A:

Notebook content and deployment metadata match the approved commit pertains to a different control (Synchronize or redeploy from the canonical reviewed Git revision) and a different need (A workspace notebook differs from the deployed Git commit unexpectedly). It cannot establish that Redeploy the last validated version/tag from Git met the stated goal.

B:

The current deployment no longer contains the secret and the old credential is revoked pertains to a different control (Remove secret use, rotate credentials and replace them with secret references) and a different need (A notebook has hard-coded secrets checked into Git history). It cannot establish that Redeploy the last validated version/tag from Git met the stated goal.

C:

Feature changes run without modifying the production branch pertains to a different control (Use an isolated Git branch or workspace Git folder checkout) and a different need (A developer needs to test a feature branch without modifying production code). It cannot establish that Redeploy the last validated version/tag from Git met the stated goal.

Question 869

A notebook team wants reliable review and release history for production ETL. A design review specifies the following target: A notebook has hard-coded secrets checked into Git history. Which action is most appropriate?

  1. Redeploy the last validated version/tag from Git
  2. Remove secret use, rotate credentials and replace them with secret references
  3. Use a Git-backed branch and pull-request review workflow
  4. Use an isolated Git branch or workspace Git folder checkout

Explanation

Correct Answer

B:

The requested outcome is “A notebook has hard-coded secrets checked into Git history.” Remove secret use, rotate credentials and replace them with secret references is the matching action; The current deployment no longer contains the secret and the old credential is revoked gives observable acceptance evidence.

Incorrect Answers

A:

This action solves a different issue: “A production change introduces a regression and the team needs rollback.” Its normal signal is Production resources run the known-good code version again. Here the requested behavior is “A notebook has hard-coded secrets checked into Git history,” so that signal is not sufficient.

C:

This action solves a different issue: “A production notebook change must be peer-reviewed before deployment.” Its normal signal is Only approved merged commits enter the deployment branch. Here the requested behavior is “A notebook has hard-coded secrets checked into Git history,” so that signal is not sufficient.

D:

The alternative Use an isolated Git branch or workspace Git folder checkout has a distinct purpose—A developer needs to test a feature branch without modifying production code. It would not establish the required outcome (A notebook has hard-coded secrets checked into Git history); the necessary verification concerns The current deployment no longer contains the secret and the old credential is revoked.

Question 870

A notebook team wants reliable review and release history for production ETL. An auditor must prove the outcome of Remove secret use, rotate credentials and replace them with secret references for this requirement: A notebook has hard-coded secrets checked into Git history. Which test result is best?

  1. Only approved merged commits enter the deployment branch
  2. Feature changes run without modifying the production branch
  3. Production resources run the known-good code version again
  4. The current deployment no longer contains the secret and the old credential is revoked

Explanation

Correct Answer

D:

The current deployment no longer contains the secret and the old credential is revoked directly measures whether Remove secret use, rotate credentials and replace them with secret references achieved the requirement “A notebook has hard-coded secrets checked into Git history.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

This signal belongs to the adjacent case “A production notebook change must be peer-reviewed before deployment,” whose remedy is Use a Git-backed branch and pull-request review workflow. The observed result for the present requirement is The current deployment no longer contains the secret and the old credential is revoked.

B:

That observation is a valid indicator for “A developer needs to test a feature branch without modifying production code” when using Use an isolated Git branch or workspace Git folder checkout. The scenario instead tests “A notebook has hard-coded secrets checked into Git history”; the relevant result is The current deployment no longer contains the secret and the old credential is revoked.

C:

Production resources run the known-good code version again pertains to a different control (Redeploy the last validated version/tag from Git) and a different need (A production change introduces a regression and the team needs rollback). It cannot establish that Remove secret use, rotate credentials and replace them with secret references met the stated goal.