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Exam Code: Certified Data Engineer Professional

Exam Name Certified Data Engineer Professional

Certification Provider: Databricks

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Databricks Certified Data Engineer Professional Practice Test 79

Question 780

A pipeline connects to an external payroll database with credentials under rotation. Engineers have applied Grant supported use permissions while withholding secret-management rights. Which result establishes the required behavior: A developer needs to test access without gaining permission to read the underlying secret?

  1. A new run logs no credential value and old secret no longer authenticates
  2. Source code and deployment manifests no longer contain the secret
  3. The job continues successfully after the employee account is disabled
  4. Developer can run the permitted job but cannot list protected secret values

Explanation

Correct Answer

D:

Developer can run the permitted job but cannot list protected secret values directly measures whether Grant supported use permissions while withholding secret-management rights achieved the requirement “A developer needs to test access without gaining permission to read the underlying secret.” It checks the operating result rather than just a configured resource name.

Incorrect Answers

A:

That observation is a valid indicator for “A secret was accidentally printed in notebook output during debugging” when using Remove the output, rotate the exposed credential and prevent logging secrets. The scenario instead tests “A developer needs to test access without gaining permission to read the underlying secret”; the relevant result is Developer can run the permitted job but cannot list protected secret values.

B:

This signal belongs to the adjacent case “A notebook currently stores a database password in plaintext source code,” whose remedy is Move the password to a secured secret scope or governed connection. The observed result for the present requirement is Developer can run the permitted job but cannot list protected secret values.

C:

That observation is a valid indicator for “A scheduled job must use a managed identity or service principal instead of an employee's token” when using Configure the job's supported service-principal identity and least privileges. The scenario instead tests “A developer needs to test access without gaining permission to read the underlying secret”; the relevant result is Developer can run the permitted job but cannot list protected secret values.

Question 781

A central team manages production notebooks, job definitions and workspace folders. A scheduled release needs to solve this problem: A group should be able to run a production job but not edit its definition. What should the team implement?

  1. Grant the appropriate run permission without job management rights
  2. Review available workspace audit events for permissions and actors
  3. Grant minimum UC USE and SELECT privileges on the exact required objects
  4. Restrict folder and notebook edit ACLs to the authorized deploy identity

Explanation

Correct Answer

A:

The requirement concerns “A group should be able to run a production job but not edit its definition.” The selected operation, Grant the appropriate run permission without job management rights, is the direct engineering control. Its effect can be checked by confirming: The group starts permitted runs but cannot mutate job settings.

Incorrect Answers

B:

The alternative Review available workspace audit events for permissions and actors has a distinct purpose—Auditors require a record of changes to workspace permissions. It would not establish the required outcome (A group should be able to run a production job but not edit its definition); the necessary verification concerns The group starts permitted runs but cannot mutate job settings.

C:

Grant minimum UC USE and SELECT privileges on the exact required objects is appropriate when “A job's service identity should read only the catalog tables it needs”; it would be verified by Job reads target tables and fails queries on unrelated restricted tables. It does not directly satisfy “A group should be able to run a production job but not edit its definition,” whose relevant acceptance evidence is The group starts permitted runs but cannot mutate job settings.

D:

The alternative Restrict folder and notebook edit ACLs to the authorized deploy identity has a distinct purpose—A development user can accidentally modify a production workspace notebook. It would not establish the required outcome (A group should be able to run a production job but not edit its definition); the necessary verification concerns The group starts permitted runs but cannot mutate job settings.

Question 782

A central team manages production notebooks, job definitions and workspace folders. A production deployment uses Grant the appropriate run permission without job management rights to address: A group should be able to run a production job but not edit its definition. Which signal should QA check?

  1. The audit record identifies who changed the ACL and when
  2. The group starts permitted runs but cannot mutate job settings
  3. Job reads target tables and fails queries on unrelated restricted tables
  4. Unauthorized edits fail while approved deployments still work

Explanation

Correct Answer

B:

The team used Grant the appropriate run permission without job management rights to fulfill “A group should be able to run a production job but not edit its definition.” Observing The group starts permitted runs but cannot mutate job settings confirms the intended effect in the resulting workload.

Incorrect Answers

A:

The audit record identifies who changed the ACL and when would demonstrate the separate action Review available workspace audit events for permissions and actors, which addresses “Auditors require a record of changes to workspace permissions.” It does not verify the requirement “A group should be able to run a production job but not edit its definition” following Grant the appropriate run permission without job management rights.

C:

Job reads target tables and fails queries on unrelated restricted tables pertains to a different control (Grant minimum UC USE and SELECT privileges on the exact required objects) and a different need (A job's service identity should read only the catalog tables it needs). It cannot establish that Grant the appropriate run permission without job management rights met the stated goal.

D:

Unauthorized edits fail while approved deployments still work would demonstrate the separate action Restrict folder and notebook edit ACLs to the authorized deploy identity, which addresses “A development user can accidentally modify a production workspace notebook.” It does not verify the requirement “A group should be able to run a production job but not edit its definition” following Grant the appropriate run permission without job management rights.

Question 783

A central team manages production notebooks, job definitions and workspace folders. During rollout, stakeholders require: A development user can accidentally modify a production workspace notebook. Which approach is the strongest fit?

  1. Grant the appropriate run permission without job management rights
  2. Restrict folder and notebook edit ACLs to the authorized deploy identity
  3. Separate deployer service principal management rights from analyst view rights
  4. Review available workspace audit events for permissions and actors

Explanation

Correct Answer

B:

For this scenario, Restrict folder and notebook edit ACLs to the authorized deploy identity implements the behavior required by “A development user can accidentally modify a production workspace notebook.” Check the resulting state against: Unauthorized edits fail while approved deployments still work.

Incorrect Answers

A:

This action solves a different issue: “A group should be able to run a production job but not edit its definition.” Its normal signal is The group starts permitted runs but cannot mutate job settings. Here the requested behavior is “A development user can accidentally modify a production workspace notebook,” so that signal is not sufficient.

C:

Separate deployer service principal management rights from analyst view rights is appropriate when “Production deployment automation needs to modify jobs while analysts need view-only access”; it would be verified by Deployment updates work only under deployer identity. It does not directly satisfy “A development user can accidentally modify a production workspace notebook,” whose relevant acceptance evidence is Unauthorized edits fail while approved deployments still work.

D:

Review available workspace audit events for permissions and actors belongs to the separate case “Auditors require a record of changes to workspace permissions,” where The audit record identifies who changed the ACL and when would be expected. That differs from the condition in this stem: “A development user can accidentally modify a production workspace notebook.”

Question 784

A central team manages production notebooks, job definitions and workspace folders. Following Restrict folder and notebook edit ACLs to the authorized deploy identity, the incident team needs evidence that A development user can accidentally modify a production workspace notebook. Which observation supports closure?

  1. Deployment updates work only under deployer identity
  2. Job reads target tables and fails queries on unrelated restricted tables
  3. The audit record identifies who changed the ACL and when
  4. Unauthorized edits fail while approved deployments still work

Explanation

Correct Answer

D:

The team used Restrict folder and notebook edit ACLs to the authorized deploy identity to fulfill “A development user can accidentally modify a production workspace notebook.” Observing Unauthorized edits fail while approved deployments still work confirms the intended effect in the resulting workload.

Incorrect Answers

A:

This signal belongs to the adjacent case “Production deployment automation needs to modify jobs while analysts need view-only access,” whose remedy is Separate deployer service principal management rights from analyst view rights. The observed result for the present requirement is Unauthorized edits fail while approved deployments still work.

B:

This signal belongs to the adjacent case “A job's service identity should read only the catalog tables it needs,” whose remedy is Grant minimum UC USE and SELECT privileges on the exact required objects. The observed result for the present requirement is Unauthorized edits fail while approved deployments still work.

C:

This signal belongs to the adjacent case “Auditors require a record of changes to workspace permissions,” whose remedy is Review available workspace audit events for permissions and actors. The observed result for the present requirement is Unauthorized edits fail while approved deployments still work.

Question 785

A central team manages production notebooks, job definitions and workspace folders. During rollout, stakeholders require: A job's service identity should read only the catalog tables it needs. Which approach is the strongest fit?

  1. Review available workspace audit events for permissions and actors
  2. Grant minimum UC USE and SELECT privileges on the exact required objects
  3. Separate deployer service principal management rights from analyst view rights
  4. Grant the appropriate run permission without job management rights

Explanation

Correct Answer

B:

The requirement concerns “A job's service identity should read only the catalog tables it needs.” The selected operation, Grant minimum UC USE and SELECT privileges on the exact required objects, is the direct engineering control. Its effect can be checked by confirming: Job reads target tables and fails queries on unrelated restricted tables.

Incorrect Answers

A:

Review available workspace audit events for permissions and actors belongs to the separate case “Auditors require a record of changes to workspace permissions,” where The audit record identifies who changed the ACL and when would be expected. That differs from the condition in this stem: “A job's service identity should read only the catalog tables it needs.”

C:

Separate deployer service principal management rights from analyst view rights belongs to the separate case “Production deployment automation needs to modify jobs while analysts need view-only access,” where Deployment updates work only under deployer identity would be expected. That differs from the condition in this stem: “A job's service identity should read only the catalog tables it needs.”

D:

The alternative Grant the appropriate run permission without job management rights has a distinct purpose—A group should be able to run a production job but not edit its definition. It would not establish the required outcome (A job's service identity should read only the catalog tables it needs); the necessary verification concerns Job reads target tables and fails queries on unrelated restricted tables.

Question 786

A central team manages production notebooks, job definitions and workspace folders. Following Grant minimum UC USE and SELECT privileges on the exact required objects, the incident team needs evidence that A job's service identity should read only the catalog tables it needs. Which observation supports closure?

  1. Deployment updates work only under deployer identity
  2. The audit record identifies who changed the ACL and when
  3. Unauthorized edits fail while approved deployments still work
  4. Job reads target tables and fails queries on unrelated restricted tables

Explanation

Correct Answer

D:

The team used Grant minimum UC USE and SELECT privileges on the exact required objects to fulfill “A job's service identity should read only the catalog tables it needs.” Observing Job reads target tables and fails queries on unrelated restricted tables confirms the intended effect in the resulting workload.

Incorrect Answers

A:

Deployment updates work only under deployer identity pertains to a different control (Separate deployer service principal management rights from analyst view rights) and a different need (Production deployment automation needs to modify jobs while analysts need view-only access). It cannot establish that Grant minimum UC USE and SELECT privileges on the exact required objects met the stated goal.

B:

The audit record identifies who changed the ACL and when would demonstrate the separate action Review available workspace audit events for permissions and actors, which addresses “Auditors require a record of changes to workspace permissions.” It does not verify the requirement “A job's service identity should read only the catalog tables it needs” following Grant minimum UC USE and SELECT privileges on the exact required objects.

C:

That observation is a valid indicator for “A development user can accidentally modify a production workspace notebook” when using Restrict folder and notebook edit ACLs to the authorized deploy identity. The scenario instead tests “A job's service identity should read only the catalog tables it needs”; the relevant result is Job reads target tables and fails queries on unrelated restricted tables.

Question 787

A central team manages production notebooks, job definitions and workspace folders. An incident review prioritizes one requirement: Production deployment automation needs to modify jobs while analysts need view-only access. What is the most defensible remedy?

  1. Grant minimum UC USE and SELECT privileges on the exact required objects
  2. Restrict folder and notebook edit ACLs to the authorized deploy identity
  3. Review available workspace audit events for permissions and actors
  4. Separate deployer service principal management rights from analyst view rights

Explanation

Correct Answer

D:

The requirement concerns “Production deployment automation needs to modify jobs while analysts need view-only access.” The selected operation, Separate deployer service principal management rights from analyst view rights, is the direct engineering control. Its effect can be checked by confirming: Deployment updates work only under deployer identity.

Incorrect Answers

A:

The alternative Grant minimum UC USE and SELECT privileges on the exact required objects has a distinct purpose—A job's service identity should read only the catalog tables it needs. It would not establish the required outcome (Production deployment automation needs to modify jobs while analysts need view-only access); the necessary verification concerns Deployment updates work only under deployer identity.

B:

This action solves a different issue: “A development user can accidentally modify a production workspace notebook.” Its normal signal is Unauthorized edits fail while approved deployments still work. Here the requested behavior is “Production deployment automation needs to modify jobs while analysts need view-only access,” so that signal is not sufficient.

C:

Review available workspace audit events for permissions and actors is appropriate when “Auditors require a record of changes to workspace permissions”; it would be verified by The audit record identifies who changed the ACL and when. It does not directly satisfy “Production deployment automation needs to modify jobs while analysts need view-only access,” whose relevant acceptance evidence is Deployment updates work only under deployer identity.

Question 788

A central team manages production notebooks, job definitions and workspace folders. A reviewer sees that engineers chose Separate deployer service principal management rights from analyst view rights. To verify Production deployment automation needs to modify jobs while analysts need view-only access, what should the reviewer observe?

  1. Deployment updates work only under deployer identity
  2. The audit record identifies who changed the ACL and when
  3. The group starts permitted runs but cannot mutate job settings
  4. Job reads target tables and fails queries on unrelated restricted tables

Explanation

Correct Answer

A:

Deployment updates work only under deployer identity is the matching outcome for the implemented control (Separate deployer service principal management rights from analyst view rights) and the stated requirement “Production deployment automation needs to modify jobs while analysts need view-only access.”

Incorrect Answers

B:

This signal belongs to the adjacent case “Auditors require a record of changes to workspace permissions,” whose remedy is Review available workspace audit events for permissions and actors. The observed result for the present requirement is Deployment updates work only under deployer identity.

C:

This signal belongs to the adjacent case “A group should be able to run a production job but not edit its definition,” whose remedy is Grant the appropriate run permission without job management rights. The observed result for the present requirement is Deployment updates work only under deployer identity.

D:

Job reads target tables and fails queries on unrelated restricted tables would demonstrate the separate action Grant minimum UC USE and SELECT privileges on the exact required objects, which addresses “A job's service identity should read only the catalog tables it needs.” It does not verify the requirement “Production deployment automation needs to modify jobs while analysts need view-only access” following Separate deployer service principal management rights from analyst view rights.

Question 789

A central team manages production notebooks, job definitions and workspace folders. During rollout, stakeholders require: Auditors require a record of changes to workspace permissions. Which approach is the strongest fit?

  1. Restrict folder and notebook edit ACLs to the authorized deploy identity
  2. Grant minimum UC USE and SELECT privileges on the exact required objects
  3. Separate deployer service principal management rights from analyst view rights
  4. Review available workspace audit events for permissions and actors

Explanation

Correct Answer

D:

For this scenario, Review available workspace audit events for permissions and actors implements the behavior required by “Auditors require a record of changes to workspace permissions.” Check the resulting state against: The audit record identifies who changed the ACL and when.

Incorrect Answers

A:

This action solves a different issue: “A development user can accidentally modify a production workspace notebook.” Its normal signal is Unauthorized edits fail while approved deployments still work. Here the requested behavior is “Auditors require a record of changes to workspace permissions,” so that signal is not sufficient.

B:

Grant minimum UC USE and SELECT privileges on the exact required objects belongs to the separate case “A job's service identity should read only the catalog tables it needs,” where Job reads target tables and fails queries on unrelated restricted tables would be expected. That differs from the condition in this stem: “Auditors require a record of changes to workspace permissions.”

C:

The alternative Separate deployer service principal management rights from analyst view rights has a distinct purpose—Production deployment automation needs to modify jobs while analysts need view-only access. It would not establish the required outcome (Auditors require a record of changes to workspace permissions); the necessary verification concerns The audit record identifies who changed the ACL and when.

Question 790

A central team manages production notebooks, job definitions and workspace folders. Following Review available workspace audit events for permissions and actors, the incident team needs evidence that Auditors require a record of changes to workspace permissions. Which observation supports closure?

  1. Deployment updates work only under deployer identity
  2. The group starts permitted runs but cannot mutate job settings
  3. Job reads target tables and fails queries on unrelated restricted tables
  4. The audit record identifies who changed the ACL and when

Explanation

Correct Answer

D:

The audit record identifies who changed the ACL and when is the matching outcome for the implemented control (Review available workspace audit events for permissions and actors) and the stated requirement “Auditors require a record of changes to workspace permissions.”

Incorrect Answers

A:

That observation is a valid indicator for “Production deployment automation needs to modify jobs while analysts need view-only access” when using Separate deployer service principal management rights from analyst view rights. The scenario instead tests “Auditors require a record of changes to workspace permissions”; the relevant result is The audit record identifies who changed the ACL and when.

B:

The group starts permitted runs but cannot mutate job settings would demonstrate the separate action Grant the appropriate run permission without job management rights, which addresses “A group should be able to run a production job but not edit its definition.” It does not verify the requirement “Auditors require a record of changes to workspace permissions” following Review available workspace audit events for permissions and actors.

C:

That observation is a valid indicator for “A job's service identity should read only the catalog tables it needs” when using Grant minimum UC USE and SELECT privileges on the exact required objects. The scenario instead tests “Auditors require a record of changes to workspace permissions”; the relevant result is The audit record identifies who changed the ACL and when.