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Passing user data to a VM is not identical to executing it. A compatible image and initialization configuration are required. This matters here because a planned host maintenance event reboots all VMs placed outside any availability design.

Availability sets reduce host-level correlated failures but do not create independent zonal or regional facilities.

Managed disks provide durable Azure storage tied to the VM, whereas temporary disks can lose data on deallocation or host events. This matters here because a planned host maintenance event reboots all VMs placed outside any availability design.

Deallocation ends normal allocated compute charges but does not automatically delete attached managed disks or public IP resources. This matters here because a finance workload needs Azure compute replicas in physically separated facilities within one region. Which….

Availability sets distribute instances across fault and update domains inside a local datacenter failure boundary. They do not create cross-region replicas. This matters here because a finance workload needs Azure compute replicas in physically separated facilities within one region. Which….

Capacity reservations can secure capacity for specified VM size and zone/region combinations. They are separate from quotas and redundancy.

Availability sets distribute instances across fault and update domains inside a local datacenter failure boundary. They do not create cross-region replicas. This matters here because an availability-set deployment loses all replicas during a full datacenter outage. Which design gap is present.

Capacity reservations can secure capacity for specified VM size and zone/region combinations. They are separate from quotas and redundancy. This matters here because an availability-set deployment loses all replicas during a full datacenter outage. Which design gap is present.

Supported cross-subscription moves depend on source and destination context, resource dependencies, policies and tenant constraints.

Manual upgrade mode does not automatically update all existing instances. The model and instance state can diverge until updates are requested.

Health probes or extensions provide a signal for repair actions. Repair policy can restart, reimage or replace unhealthy instances.

Infrastructure placement increases availability but cannot automatically make a single-host stateful app stateless. Health routing and data continuity are separate needs. This matters here because a service needs an automatically scaled fleet of identical worker virtual machines. Which Azure resource is best suited.

Health probes or extensions provide a signal for repair actions. Repair policy can restart, reimage or replace unhealthy instances. This matters here because a scale set remains at one instance while workload CPU climbs despite an available scale-out policy.

Infrastructure placement increases availability but cannot automatically make a single-host stateful app stateless. Health routing and data continuity are separate needs. This matters here because a scale set remains at one instance while workload CPU climbs despite an available scale-out policy.

Disk performance can be capped by both individual disk SKUs and total VM throughput. Faster disks cannot exceed the host capability.

Manual upgrade mode does not automatically update all existing instances. The model and instance state can diverge until updates are requested. This matters here because a VM scale set must detect an unhealthy application instance and replace it under a supported repair policy.

Scale-set upgrade policies determine how instance model changes are applied. Health gates and batch sizes reduce rollout risk.

Disk delete options determine whether eligible managed disks are removed with the VM. A retained disk preserves content for investigation.

Available disk space does not indicate whether the service process is responding or ready for traffic. Configure an application-aware probe or health extension that tests the workload endpoint itself.

Load balancer health probing can remove unhealthy backend targets. A single healthy VM may still be a capacity limitation.

Not every VM SKU supports accelerated networking. A resize can change which NIC features are available.

Pull roles allow artifact reads, not publishing. A supported repository writer or AcrPush authorization is needed for controlled push operations.

Inbound request exposure has no bearing on image artifact publishing. The build identity needs the correct ACR writer permission.

Localhost is scoped to the container group's network environment. Separate groups have different network identities.

Revisions identify deployed app configurations and can support switching traffic between versions. Retagging an image alone does not perform traffic cutover.

Authentication proves the identity, not its permission to read image manifests and layers. Registry authorization is a separate gate. This matters here because a CI job can pull a registry image but its push receives unauthorized.

A pull-specific role minimizes registry privilege. Push authorization would permit unnecessary artifact modification. This matters here because a CI job can pull a registry image but its push receives unauthorized.

HTTP-based scaling is for a request-serving application. A single disposable run without a cluster-management requirement is better handled by an Azure Container Instances container group.

Azure Container Registry stores and distributes container images but does not execute a container job. Azure Container Instances supplies managed compute for a simple disposable container group without operating a Kubernetes control plane.

Nonzero minimum replicas reduce cold starts but consume resources during idle periods. A zero minimum optimizes idle cost. This matters here because an application team wants to run one disposable container job without managing a Kubernetes cluster. Which Azure….

ACI restart behavior is controlled by its container-group restart policy. Internal HTTP ingress on another service cannot prevent duplicate job runs.

ACI VNet integration uses supported subnet configuration to give the group private connectivity. A private registry alone does not connect it to a VNet.

Local Docker execution does not test Azure subscription quota. Deployment requires Azure-side capacity authorization. This matters here because a job in ACI exits successfully but repeatedly starts again, causing duplicate data imports. What setting is wrong.