Azure Stack Edge Gpu Deploy Stateful Application Static Provision Kubernetes

This page contains Windows bias

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This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

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Bias Analysis

Detected Bias Types

windows_first

powershell_heavy

missing_linux_example

windows_tools

Summary

The documentation page demonstrates a strong Windows bias. It assumes the user is on a Windows client, provides only Windows PowerShell command-line examples, and uses Windows file paths (e.g., C:\Users\user). There are no equivalent Linux/macOS instructions, shell commands, or file path examples. Windows-specific tools and commands (such as New-HcsKubernetesNamespace) are referenced without Linux alternatives, and the documentation repeatedly refers to using a Windows client as the primary scenario.

Recommendations

Provide parallel Linux/macOS instructions and examples for all steps, including shell command syntax and file paths (e.g., ~/user/.kube).
Include Linux/macOS command-line output samples alongside PowerShell examples.
Clarify which steps or tools are Windows-only and offer Linux/macOS alternatives where possible.
Reference cross-platform tools and commands first, or at least equally, rather than prioritizing Windows-specific tools.
Explicitly state any limitations or differences for non-Windows clients early in the prerequisites section.
Where Windows PowerShell commands are used (e.g., New-HcsKubernetesNamespace), document if/how these can be run from Linux/macOS, or provide REST API/CLI alternatives.

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Scan History

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	Clean
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased

Flagged Code Snippets

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

    C:\Users\user>kubectl get pods -l app=mysql -n userns1
    NAME                    READY   STATUS    RESTARTS   AGE
    mysql-c85f7f79c-vzz7j   1/1     Running   1          14m
    
    C:\Users\user>

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

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

    apiVersion: v1
    kind: PersistentVolumeClaim
    metadata:
      name: mysql-pv-claim
    spec:
      volumeName: <smb-share-name-here>
      storageClassName: ""
      accessModes:
        - ReadWriteOnce
      resources:
        requests:
          storage: 20Gi

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

    C:\Users\user>kubectl describe deployment mysql -n userns1
    Name:               mysql
    Namespace:          userns1
    CreationTimestamp:  Tue, 18 Aug 2020 09:44:58 -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
        ReadOnly:   false
    Conditions:
      Type           Status  Reason
      ----           ------  ------
      Progressing    True    NewReplicaSetAvailable
      Available      True    MinimumReplicasAvailable
    OldReplicaSets:  <none>
    NewReplicaSet:   mysql-c85f7f79c (1/1 replicas created)
    Events:
      Type    Reason             Age   From                   Message
      ----    ------             ----  ----                   -------
      Normal  ScalingReplicaSet  10m   deployment-controller  Scaled up replica set mysql-c85f7f79c to 1
    
    C:\Users\user>

    C:\Users\user>kubectl describe pvc mysql-pv-claim -n userns1
    Name:          mysql-pv-claim
    Namespace:     userns1
    StorageClass:
    Status:        Bound
    Volume:        mylocalsmbshare1
    Labels:        <none>
    Annotations:   kubectl.kubernetes.io/last-applied-configuration:
                     {"apiVersion":"v1","kind":"PersistentVolumeClaim","metadata":{"annotations":{},"name":"mysql-pv-claim","namespace":"userns1"},"spec":{"acc...
                   pv.kubernetes.io/bind-completed: yes
    Finalizers:    [kubernetes.io/pvc-protection]
    Capacity:      32Ti
    Access Modes:  RWO,RWX
    VolumeMode:    Filesystem
    Mounted By:    mysql-c85f7f79c-vzz7j
    Events:        <none>
    
    C:\Users\user>

C:\Users\user>kubectl exec mysql-c85f7f79c-vzz7j -i -t -n userns1 -- mysql
Welcome to the MySQL monitor.  Commands end with ; or \g.
Your MySQL connection id is 1
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 deployment,svc mysql -n userns1
deployment.apps "mysql" deleted
service "mysql" deleted
C:\Users\user>

Document Details

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Flagged Code Snippets