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A team wants its CI system to reject malformed bundle configuration before deploying any production job.
Which acceptance result most directly demonstrates that the intended solution works?
Validation in CI catches structural defects before resource mutation and reduces broken deployments.
Production contains the required schedule and DAG after deployment, not just the notebook source. That finding does not establish that a deliberately invalid bundle stops the workflow before the deploy stage.
The second deployment updates the same intended logical job with no unexpected duplicate production job. That finding does not establish that a deliberately invalid bundle stops the workflow before the deploy stage.
The production run reads the approved production catalog and makes no calls to development datasets. That finding does not establish that a deliberately invalid bundle stops the workflow before the deploy stage.
A deployment pipeline copies notebook files to production but forgets job parameters, schedule and task dependencies.
Which implementation decision best addresses this requirement?
Resource-as-code deployment promotes job behavior along with executable logic. The selected implementation is the one directly aligned with the constraints in the scenario.
When a default target exists, commands without a target can operate on development; explicit targeting reduces misdeployment.
Version control and pull-request review make code changes auditable before automated deployment.
Infrastructure-as-code reduces configuration drift by documenting and applying intended resource definitions.
A deployment pipeline copies notebook files to production but forgets job parameters, schedule and task dependencies.
Which acceptance result most directly demonstrates that the intended solution works?
Resource-as-code deployment promotes job behavior along with executable logic.
The deploy log identifies production and the development workspace remains unchanged. That finding does not establish that production contains the required schedule and DAG after deployment, not just the notebook source.
The promoted commit is the reviewed commit and unauthorized changes cannot bypass the protected branch. That finding does not establish that production contains the required schedule and DAG after deployment, not just the notebook source.
A controlled redeployment restores the approved task graph and schedule from source control. That finding does not establish that production contains the required schedule and DAG after deployment, not just the notebook source.
A release must promote a tested bundle to production while preserving a separate development default target.
Which implementation decision best addresses this requirement?
When a default target exists, commands without a target can operate on development; explicit targeting reduces misdeployment. The selected implementation is the one directly aligned with the constraints in the scenario.
Resource management through a bundle can update its declared resource rather than treating each deployment as an unrelated manual copy.
Deployment paths must not collide across targets or with independently owned workspace assets.
Uncommitted workspace changes are not part of the remote branch used by external CI runners.
A release must promote a tested bundle to production while preserving a separate development default target.
Which acceptance result most directly demonstrates that the intended solution works?
When a default target exists, commands without a target can operate on development; explicit targeting reduces misdeployment.
The second deployment updates the same intended logical job with no unexpected duplicate production job. That finding does not establish that the deploy log identifies production and the development workspace remains unchanged.
The production bundle operates only in its assigned workspace namespace and leaves unrelated assets unchanged. That finding does not establish that the deploy log identifies production and the development workspace remains unchanged.
The bundle artifact and remote commit contain the same reviewed notebook changes. That finding does not establish that the deploy log identifies production and the development workspace remains unchanged.
An engineer deploys a production job twice and creates two independent copies each time instead of maintaining one managed resource.
Which implementation decision best addresses this requirement?
Resource management through a bundle can update its declared resource rather than treating each deployment as an unrelated manual copy. The selected implementation is the one directly aligned with the constraints in the scenario.
Version control and pull-request review make code changes auditable before automated deployment.
A bundle target cannot correct application-level hardcoded development references unless the code accepts configuration.
Bundle tooling requires an authenticated Databricks context to deploy resources.
An engineer deploys a production job twice and creates two independent copies each time instead of maintaining one managed resource.
Which acceptance result most directly demonstrates that the intended solution works?
Resource management through a bundle can update its declared resource rather than treating each deployment as an unrelated manual copy.
The promoted commit is the reviewed commit and unauthorized changes cannot bypass the protected branch. That finding does not establish that the second deployment updates the same intended logical job with no unexpected duplicate production job.
The production run reads the approved production catalog and makes no calls to development datasets. That finding does not establish that the second deployment updates the same intended logical job with no unexpected duplicate production job.
The CI job validates connectivity and deploys only the intended resources under an approved principal. That finding does not establish that the second deployment updates the same intended logical job with no unexpected duplicate production job.
A team wants to ensure a pull request changes only the tested pipeline definition before invoking CI against production.
Which implementation decision best addresses this requirement?
Version control and pull-request review make code changes auditable before automated deployment. The selected implementation is the one directly aligned with the constraints in the scenario.
Deployment paths must not collide across targets or with independently owned workspace assets.
Infrastructure-as-code reduces configuration drift by documenting and applying intended resource definitions.
Target overrides let each environment use its own available infrastructure without copying the business logic.
A team wants to ensure a pull request changes only the tested pipeline definition before invoking CI against production.
Which acceptance result most directly demonstrates that the intended solution works?
Version control and pull-request review make code changes auditable before automated deployment.
The production bundle operates only in its assigned workspace namespace and leaves unrelated assets unchanged. That finding does not establish that the promoted commit is the reviewed commit and unauthorized changes cannot bypass the protected branch.
A controlled redeployment restores the approved task graph and schedule from source control. That finding does not establish that the promoted commit is the reviewed commit and unauthorized changes cannot bypass the protected branch.
Development validation resolves its valid warehouse and production retains its original reference. That finding does not establish that the promoted commit is the reviewed commit and unauthorized changes cannot bypass the protected branch.
A bundle uses the same literal path to a workspace artifact in every environment and overwrites an unrelated production asset.
Which implementation decision best addresses this requirement?
Deployment paths must not collide across targets or with independently owned workspace assets. The selected implementation is the one directly aligned with the constraints in the scenario.
A bundle target cannot correct application-level hardcoded development references unless the code accepts configuration.
Uncommitted workspace changes are not part of the remote branch used by external CI runners.
Deployment traceability links operational behavior back to reviewed source and configuration.
A bundle uses the same literal path to a workspace artifact in every environment and overwrites an unrelated production asset.
Which acceptance result most directly demonstrates that the intended solution works?
Deployment paths must not collide across targets or with independently owned workspace assets.
The production run reads the approved production catalog and makes no calls to development datasets. That finding does not establish that the production bundle operates only in its assigned workspace namespace and leaves unrelated assets unchanged.
The bundle artifact and remote commit contain the same reviewed notebook changes. That finding does not establish that the production bundle operates only in its assigned workspace namespace and leaves unrelated assets unchanged.
An incident responder can identify the exact repository commit that produced the running job. That finding does not establish that the production bundle operates only in its assigned workspace namespace and leaves unrelated assets unchanged.
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