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
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias in several areas. Windows-based deployment scenarios are described in detail, including credential naming conventions and Active Directory integration, while equivalent Linux scenarios are not covered with the same depth. PowerShell is used as the primary scripting example, even for testing connectivity from Linux VMs, and Windows-specific tools (PowerShell Gallery, Visual Studio components) are listed explicitly in firewall requirements. There is a lack of Linux-specific examples, such as using Bash or native Linux tools for connectivity tests, and Linux credential management patterns are not discussed in detail.
Recommendations
  • Provide equivalent Linux-based deployment examples, including credential naming conventions and integration with Linux authentication systems (such as LDAP or local accounts).
  • Include Bash or shell script examples for connectivity testing from Linux VMs, rather than only PowerShell scripts.
  • List Linux-specific tools and repositories (e.g., apt/yum sources, OpenSSH, etc.) in the firewall requirements table, alongside Windows tools.
  • Ensure that Linux deployment scenarios are described with the same level of detail as Windows scenarios, including DNS and credential management.
  • Where PowerShell is used for cross-platform scripting, clarify how to install and use PowerShell on Linux, or provide alternative native Linux command examples.
  • Review the order of presentation to avoid always listing Windows tools and patterns before Linux equivalents.
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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
2025-08-22 00:01 #88 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 Biased Biased

Flagged Code Snippets