This page contains Windows bias

About This Page

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

Bias Analysis

Bias Types:
⚠️ powershell_heavy
⚠️ windows_first
⚠️ windows_tools
⚠️ missing_linux_example
Summary:
The documentation provides both Linux (K3S/Ubuntu) and Windows (AKS Edge Essentials/Windows 11) setup paths, but there are notable biases. PowerShell syntax is used for environment variable setup and Azure CLI commands even in the Linux/K3S section, which is non-idiomatic for Linux users. Windows-specific tools and commands (e.g., netsh portproxy) are described in detail, while equivalent Linux networking steps (such as iptables or firewall-cmd) are not provided. In several places, Windows instructions are more explicit or appear first. There is also a lack of parity in post-deployment networking configuration for Linux clusters.
Recommendations:
  • Provide Bash syntax for all Azure CLI and environment variable setup steps in the K3S/Linux sections, instead of PowerShell.
  • Include Linux-native networking configuration instructions (e.g., iptables, firewall-cmd) for exposing Kubernetes LoadBalancer services, mirroring the detailed Windows netsh portproxy steps.
  • Ensure that Linux and Windows instructions are presented with equal detail and in parallel, rather than Windows-first or more thoroughly.
  • Add troubleshooting and verification steps for Linux environments where they exist for Windows.
  • Review all command examples to ensure they are idiomatic for the target OS (e.g., avoid PowerShell on Linux).
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Scan History

Date Scan ID Status Bias Status
2025-09-16 00:00 #113 completed ✅ Clean
2025-09-15 00:00 #112 completed ✅ Clean
2025-09-14 00:00 #111 completed ✅ Clean
2025-09-13 00:00 #110 completed ✅ Clean
2025-09-12 00:00 #109 completed ✅ Clean
2025-09-11 00:00 #108 completed ✅ Clean
2025-09-10 00:00 #107 completed ✅ Clean
2025-09-09 00:00 #106 completed ✅ Clean
2025-09-08 00:00 #105 completed ✅ Clean
2025-09-07 00:00 #104 completed ✅ Clean
2025-09-06 00:00 #103 completed ✅ Clean
2025-09-05 00:00 #102 completed ✅ Clean
2025-09-04 00:00 #101 completed ✅ Clean
2025-09-03 00:00 #100 completed ✅ Clean
2025-08-29 00:01 #95 completed ✅ Clean
2025-08-27 00:01 #93 in_progress ✅ Clean
2025-08-22 00:01 #88 completed ✅ Clean
2025-08-19 00:01 #85 completed ✅ Clean
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased

Flagged Code Snippets

# Id of the subscription where your resource group and Arc-enabled cluster will be created $SUBSCRIPTION_ID = "<subscription-id>" # Azure region where the created resource group will be located $LOCATION = "<region>" # Name of a new resource group to create which will hold the Arc-enabled cluster and Azure IoT Operations resources $RESOURCE_GROUP = "<resource-group-name>" # Name of the Arc-enabled cluster to create in your resource group $CLUSTER_NAME = "<cluster-name>"