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Microsoft DP-700 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

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Microsoft DP-700 Practice Test 10

Question 90

A Fabric engineering team performs controlled data warehouse rollouts. The current environment exhibits the following problem: a failed migration leaves some objects applied but not others. Which step preserves the intended data behavior?

  1. Run the approved database-project deployment to the target Warehouse
  2. Coordinate dependent item definitions and compatibility checks with the migration
  3. Use a tested compensating migration or restore plan for the affected schema
  4. Compare target schema with baseline and explicitly resolve the drift

Explanation

Correct Answer

C:

Use a tested compensating migration or restore plan for the affected schema. Recovery behavior depends on the deployment transaction and object changes.

Incorrect Answers

A:

A developer updates a project but production still uses the old schema. Source commit does not automatically modify the database's live schema.

B:

A schema migration succeeds but a downstream query fails due to changed column names. Table shape changes can break notebooks, queries and semantic models.

D:

A release is blocked by an unexpected difference in the target object definition. Silent drift must be reconciled before trusting deployment diffs.

Question 91

A Fabric platform team maintains workspaces with separated development responsibilities. An acceptance test shows that analysts directly edit production pipelines outside the approved Git flow. Which technical choice fits this evidence?

  1. Gate workload execution on successful deployment and validation of prerequisites
  2. Configure and validate binding rules for each target stage
  3. Verify repository and workspace roles for the syncing identity
  4. Restrict production authoring and require controlled deployments

Explanation

Correct Answer

D:

Restrict production authoring and require controlled deployments. Least-privilege authoring reduces unreviewed configuration drift.

Incorrect Answers

A:

A new pipeline run starts before a compatible schema migration finishes. Release sequencing prevents runs against incompatible table structures.

B:

A deployment rule applies to one stage but a different stage still points to test resources. Environment-specific connections must be verified at the actual destination.

C:

Engineers cannot update a workspace from a repository due to missing permissions. Git operations require authorized access to both sides.

Question 92

A Fabric platform team maintains workspaces with separated development responsibilities. The engineer has established the following constraint: engineers cannot update a workspace from a repository due to missing permissions. Which step preserves the intended data behavior?

  1. Gate workload execution on successful deployment and validation of prerequisites
  2. Verify repository and workspace roles for the syncing identity
  3. Keep credentials in controlled connections and version only supported definitions
  4. Restrict production authoring and require controlled deployments

Explanation

Correct Answer

B:

Verify repository and workspace roles for the syncing identity. Git operations require authorized access to both sides.

Incorrect Answers

A:

A new pipeline run starts before a compatible schema migration finishes. Release sequencing prevents runs against incompatible table structures.

C:

A code review expects connection secrets to appear in source control. Repository commits should not expose runtime credential secrets.

D:

Analysts directly edit production pipelines outside the approved Git flow. Least-privilege authoring reduces unreviewed configuration drift.

Question 93

A Fabric platform team maintains workspaces with separated development responsibilities. During an operations handoff, engineers find that a code review expects connection secrets to appear in source control. Which change most directly resolves this failure?

  1. Configure and validate binding rules for each target stage
  2. Keep credentials in controlled connections and version only supported definitions
  3. Restrict production authoring and require controlled deployments
  4. Verify repository and workspace roles for the syncing identity

Explanation

Correct Answer

B:

Keep credentials in controlled connections and version only supported definitions. Repository commits should not expose runtime credential secrets.

Incorrect Answers

A:

A deployment rule applies to one stage but a different stage still points to test resources. Environment-specific connections must be verified at the actual destination.

C:

Analysts directly edit production pipelines outside the approved Git flow. Least-privilege authoring reduces unreviewed configuration drift.

D:

Engineers cannot update a workspace from a repository due to missing permissions. Git operations require authorized access to both sides.

Question 94

A Fabric platform team maintains workspaces with separated development responsibilities. The team observes that a deployment rule applies to one stage but a different stage still points to test resources. What is the best engineering response?

  1. Keep credentials in controlled connections and version only supported definitions
  2. Configure and validate binding rules for each target stage
  3. Verify repository and workspace roles for the syncing identity
  4. Restrict production authoring and require controlled deployments

Explanation

Correct Answer

B:

Configure and validate binding rules for each target stage. Environment-specific connections must be verified at the actual destination.

Incorrect Answers

A:

A code review expects connection secrets to appear in source control. Repository commits should not expose runtime credential secrets.

C:

Engineers cannot update a workspace from a repository due to missing permissions. Git operations require authorized access to both sides.

D:

Analysts directly edit production pipelines outside the approved Git flow. Least-privilege authoring reduces unreviewed configuration drift.

Question 95

A Fabric platform team maintains workspaces with separated development responsibilities. The implementation review confirms that a new pipeline run starts before a compatible schema migration finishes. Which action should the team take next?

  1. Gate workload execution on successful deployment and validation of prerequisites
  2. Configure and validate binding rules for each target stage
  3. Keep credentials in controlled connections and version only supported definitions
  4. Verify repository and workspace roles for the syncing identity

Explanation

Correct Answer

A:

Gate workload execution on successful deployment and validation of prerequisites. Release sequencing prevents runs against incompatible table structures.

Incorrect Answers

B:

A deployment rule applies to one stage but a different stage still points to test resources. Environment-specific connections must be verified at the actual destination.

C:

A code review expects connection secrets to appear in source control. Repository commits should not expose runtime credential secrets.

D:

Engineers cannot update a workspace from a repository due to missing permissions. Git operations require authorized access to both sides.

Question 96

A company introduces Fabric deployment automation via supported APIs. A scheduled execution exposes this issue: an automation job promotes a workspace without recording its source commit. Which corrective action addresses the root cause?

  1. Apply target credential and connection configuration after item promotion
  2. Attach Git revision and deployment run identifiers to the release evidence
  3. Use a supported service principal or managed identity with required permissions
  4. Verify current deployment API and item support before adding it to the job

Explanation

Correct Answer

B:

Attach Git revision and deployment run identifiers to the release evidence. Automated promotion still needs auditable provenance.

Incorrect Answers

A:

A release manager assumes the pipeline automatically resolves data-source secrets. Deployment metadata alone does not create required runtime authorization.

C:

API calls succeed under a user account but fail when the user leaves. Nonpersonal release identities avoid dependence on a staff member's session.

D:

A new Fabric item type is added without confirming automation compatibility. API support is versioned and not all item types share identical lifecycle semantics.

Question 97

A company introduces Fabric deployment automation via supported APIs. Data validation establishes that API calls succeed under a user account but fail when the user leaves. What should the administrator implement or verify?

  1. Apply target credential and connection configuration after item promotion
  2. Verify current deployment API and item support before adding it to the job
  3. Use a supported service principal or managed identity with required permissions
  4. Attach Git revision and deployment run identifiers to the release evidence

Explanation

Correct Answer

C:

Use a supported service principal or managed identity with required permissions. Nonpersonal release identities avoid dependence on a staff member's session.

Incorrect Answers

A:

A release manager assumes the pipeline automatically resolves data-source secrets. Deployment metadata alone does not create required runtime authorization.

B:

A new Fabric item type is added without confirming automation compatibility. API support is versioned and not all item types share identical lifecycle semantics.

D:

An automation job promotes a workspace without recording its source commit. Automated promotion still needs auditable provenance.

Question 98

A company introduces Fabric deployment automation via supported APIs. The production incident report states that a deployment request is retried after a timeout and duplicates actions. Which option directly handles this observed condition?

  1. Use supported idempotency checks and inspect deployment status before retrying
  2. Use a supported service principal or managed identity with required permissions
  3. Attach Git revision and deployment run identifiers to the release evidence
  4. Verify current deployment API and item support before adding it to the job

Explanation

Correct Answer

A:

Use supported idempotency checks and inspect deployment status before retrying. Network failure does not imply the remote deployment did not execute.

Incorrect Answers

B:

API calls succeed under a user account but fail when the user leaves. Nonpersonal release identities avoid dependence on a staff member's session.

C:

An automation job promotes a workspace without recording its source commit. Automated promotion still needs auditable provenance.

D:

A new Fabric item type is added without confirming automation compatibility. API support is versioned and not all item types share identical lifecycle semantics.

Question 99

A company introduces Fabric deployment automation via supported APIs. A postdeployment check reveals that a release manager assumes the pipeline automatically resolves data-source secrets. What is the most defensible next action?

  1. Apply target credential and connection configuration after item promotion
  2. Attach Git revision and deployment run identifiers to the release evidence
  3. Use a supported service principal or managed identity with required permissions
  4. Use supported idempotency checks and inspect deployment status before retrying

Explanation

Correct Answer

A:

Apply target credential and connection configuration after item promotion. Deployment metadata alone does not create required runtime authorization.

Incorrect Answers

B:

An automation job promotes a workspace without recording its source commit. Automated promotion still needs auditable provenance.

C:

API calls succeed under a user account but fail when the user leaves. Nonpersonal release identities avoid dependence on a staff member's session.

D:

A deployment request is retried after a timeout and duplicates actions. Network failure does not imply the remote deployment did not execute.

Question 100

A company introduces Fabric deployment automation via supported APIs. The current environment exhibits the following problem: a new Fabric item type is added without confirming automation compatibility. Which technical choice fits this evidence?

  1. Use supported idempotency checks and inspect deployment status before retrying
  2. Apply target credential and connection configuration after item promotion
  3. Use a supported service principal or managed identity with required permissions
  4. Verify current deployment API and item support before adding it to the job

Explanation

Correct Answer

D:

Verify current deployment API and item support before adding it to the job. API support is versioned and not all item types share identical lifecycle semantics.

Incorrect Answers

A:

A deployment request is retried after a timeout and duplicates actions. Network failure does not imply the remote deployment did not execute.

B:

A release manager assumes the pipeline automatically resolves data-source secrets. Deployment metadata alone does not create required runtime authorization.

C:

API calls succeed under a user account but fail when the user leaves. Nonpersonal release identities avoid dependence on a staff member's session.