Sad Tux - Windows bias detected
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

Detected Bias Types
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias. Azure PowerShell is used exclusively for all Azure-side command examples, with no mention of Azure CLI or Bash alternatives. All command-line examples for Azure management and validation are PowerShell-based, and the instructions for viewing public IPs or tunnel status reference the Azure portal or PowerShell, omitting CLI or Bash. The only on-premises device configuration example is for Cisco CSR1000 running on Hyper-V (a Windows virtualization platform), with no Linux-based VPN device configuration shown. There are no Linux or macOS-specific instructions or examples for any step.
Recommendations
  • Provide Azure CLI (az) command equivalents for all PowerShell examples, especially for validation and status checks.
  • Include Linux-based VPN device configuration examples (e.g., StrongSwan, libreswan, or OpenVPN) alongside Cisco IOS-XE.
  • Mention Linux/macOS compatibility for steps involving Azure portal and command-line tools.
  • When referencing the Azure portal, clarify that it is cross-platform and provide CLI alternatives.
  • Show Linux commands for verifying IPsec/BGP status on typical Linux VPN appliances.
  • Avoid referencing Hyper-V as the only virtualization platform; mention alternatives like KVM or VMware.
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Scan History

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

Flagged Code Snippets