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
missing_linux_example
windows_first
windows_tools
Summary
The documentation provides step-by-step instructions for integrating NAT Gateway with Azure Firewall in a hub and spoke network, with examples for both the Azure Portal and PowerShell. However, it exclusively uses PowerShell for command-line examples, omitting Azure CLI (which is cross-platform and preferred on Linux/macOS). There are no bash or Linux-native CLI examples, and PowerShell is presented as the only scripting option. The documentation also references Windows-centric tools and patterns (e.g., PowerShell modules, Get-Credential for VM creation), and PowerShell instructions are given before any mention of CLI alternatives. This creates a bias towards Windows users and environments, making it less accessible for Linux administrators.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all resource creation and management steps.
  • Present Azure CLI (bash) examples before or alongside PowerShell to ensure Linux parity.
  • Avoid exclusive reliance on PowerShell-specific patterns (e.g., Get-Credential, PowerShell object syntax) and provide equivalent bash/CLI instructions.
  • Explicitly mention that all steps can be performed on Linux/macOS using Azure CLI.
  • Where possible, add notes or links to Linux-specific guidance (e.g., SSH key management, bash scripting).
  • Ensure that references to tools and modules are not Windows-specific, or provide Linux alternatives.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

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