Azure Stack Edge Gpu Deploy Stateful Application Dynamic Provision Kubernetes

Bias Analysis

Detected Bias Types

windows_first

powershell_heavy

windows_tools

missing_linux_example

Summary

The documentation page demonstrates a strong Windows bias. All command-line examples are shown as being run from Windows (with PowerShell prompts and Windows file paths). The prerequisites specifically call out Windows clients and PowerShell, and the workflow is described as being performed on a Windows system. There are no Linux or macOS examples, and no mention of Linux-specific instructions, file paths, or shell environments. Windows tooling and conventions (such as C:\ paths and PowerShell) are used exclusively.

Recommendations

Provide parallel Linux/macOS instructions and examples, including shell prompts (e.g., $) and POSIX file paths (e.g., /home/user/.kube).
Mention installation steps for kubectl and prerequisites for Linux/macOS clients, not just Windows.
Show example commands and outputs as they would appear in a bash or zsh shell, not only PowerShell.
Clarify that the procedure is cross-platform and works on any supported OS, not just Windows.
Link to or summarize supported OSes and any OS-specific caveats in the prerequisites section.
Avoid using Windows-specific commands (e.g., New-HcsKubernetesNamespace) unless they are truly unavailable on other platforms; if so, explain alternatives or limitations.

Create Pull Request

Date	Scan	Status	Result
2026-01-14 00:00	#250	in_progress	Biased
2026-01-13 00:00	#246	completed	Biased
2026-01-11 00:00	#240	completed	Biased
2026-01-10 00:00	#237	completed	Biased
2026-01-09 00:34	#234	completed	Biased
2026-01-08 00:53	#231	completed	Biased
2026-01-06 18:15	#225	cancelled	Clean
2025-08-17 00:01	#83	cancelled	Clean
2025-07-13 21:37	#48	completed	Biased
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased

Flagged Code Snippets

    C:\Users\user>kubectl get pods -l app=mysql -n userns1
    NAME                     READY   STATUS    RESTARTS   AGE
    mysql-695c4d9dcd-rvzff   1/1     Running   0          40s
    C:\Users\user>

C:\Users\user>kubectl exec mysql-695c4d9dcd-rvzff -i -t -n userns1 -- mysql -p
Enter password:
Welcome to the MySQL monitor.  Commands end with ; or \g.
Your MySQL connection id is 3
Server version: 5.6.49 MySQL Community Server (GPL)

Copyright (c) 2000, 2020, Oracle and/or its affiliates. All rights reserved.

Oracle is a registered trademark of Oracle Corporation and/or its
affiliates. Other names may be trademarks of their respective
owners.

Type 'help;' or '\h' for help. Type '\c' to clear the current input statement.
mysql>

C:\Users\user>kubectl delete pvc mysql-pv-claim-sc -n userns1
persistentvolumeclaim "mysql-pv-claim-sc" deleted
C:\Users\user>

    C:\Users\user>kubectl get pods -n "userns1"
    No resources found in userns1 namespace.    
    C:\Users\user>

    C:\Users\user>kubectl apply -f "C:\stateful-application\mysql-pvc.yml" -n userns1
    persistentvolumeclaim/mysql-pv-claim-sc created
    C:\Users\user>

    C:\Users\user>kubectl apply -f "C:\stateful-application\mysql-deployment.yml" -n userns1
    service/mysql created
    deployment.apps/mysql created
    C:\Users\user>

    C:\Users\user>kubectl describe deployment mysql -n userns1
    Name:               mysql
    Namespace:          userns1
    CreationTimestamp:  Thu, 20 Aug 2020 11:14:25 -0700
    Labels:             <none>
    Annotations:        deployment.kubernetes.io/revision: 1
                        kubectl.kubernetes.io/last-applied-configuration:
                          {"apiVersion":"apps/v1","kind":"Deployment","metadata":{"annotations":{},"name":"mysql","namespace":"userns1"},"spec":{"selector":{"matchL...
    Selector:           app=mysql
    Replicas:           1 desired | 1 updated | 1 total | 1 available | 0 unavailable
    StrategyType:       Recreate
    MinReadySeconds:    0
    Pod Template:
      Labels:  app=mysql
      Containers:
       mysql:
        Image:      mysql:5.6
        Port:       3306/TCP
        Host Port:  0/TCP
        Environment:
          MYSQL_ROOT_PASSWORD:  password
        Mounts:
          /var/lib/mysql from mysql-persistent-storage (rw)
      Volumes:
       mysql-persistent-storage:
        Type:       PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)
        ClaimName:  mysql-pv-claim-sc
        ReadOnly:   false
    Conditions:
      Type           Status  Reason
      ----           ------  ------
      Available      True    MinimumReplicasAvailable
      Progressing    True    NewReplicaSetAvailable
    OldReplicaSets:  <none>
    NewReplicaSet:   mysql-695c4d9dcd (1/1 replicas created)
    Events:
      Type    Reason             Age   From                   Message
      ----    ------             ----  ----                   -------
      Normal  ScalingReplicaSet  24s   deployment-controller  Scaled up replica set mysql-695c4d9dcd to 1
    C:\Users\user>

    C:\Users\user>kubectl describe pvc mysql-pv-claim-sc -n userns1
    Name:          mysql-pv-claim-sc
    Namespace:     userns1
    StorageClass:  ase-node-local
    Status:        Bound
    Volume:        pvc-dc48253c-82dc-42a4-a7c6-aaddc97c9b8a
    Labels:        <none>
    Annotations:   kubectl.kubernetes.io/last-applied-configuration:
                     {"apiVersion":"v1","kind":"PersistentVolumeClaim","metadata":{"annotations":{},"name":"mysql-pv-claim-sc","namespace":"userns1"},"spec":{"...
                   pv.kubernetes.io/bind-completed: yes
                   pv.kubernetes.io/bound-by-controller: yes
                   volume.beta.kubernetes.io/storage-provisioner: rancher.io/local-path
                   volume.kubernetes.io/selected-node: k8s-3q7lhq2cl-3q7lhq2
    Finalizers:    [kubernetes.io/pvc-protection]
    Capacity:      20Gi
    Access Modes:  RWO
    VolumeMode:    Filesystem
    Mounted By:    mysql-695c4d9dcd-rvzff
    Events:
      Type    Reason                 Age                From                                                                                                Message
      ----    ------                 ----               ----                                                                                                -------
      Normal  WaitForFirstConsumer   71s (x2 over 77s)  persistentvolume-controller                                                                         waiting for first consumer to be created before binding
      Normal  ExternalProvisioning   62s                persistentvolume-controller                                                                         waiting for a volume to be created, either by external provisioner "rancher.io/local-path" or manually created by system administrator
      Normal  Provisioning           62s                rancher.io/local-path_local-path-provisioner-6b84988bf9-tx8mz_1896d824-f862-4cbf-912a-c8cc0ca05574  External provisioner is provisioning volume for claim "userns1/mysql-pv-claim-sc"
      Normal  ProvisioningSucceeded  60s                rancher.io/local-path_local-path-provisioner-6b84988bf9-tx8mz_1896d824-f862-4cbf-912a-c8cc0ca05574  Successfully provisioned volume pvc-dc48253c-82dc-42a4-a7c6-aaddc97c9b8a
    C:\Users\user>

C:\Users\user>kubectl delete deployment,svc mysql -n userns1
deployment.apps "mysql" deleted
service "mysql" deleted
C:\Users\user>

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