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_tools
missing_linux_example
windows_first
Summary
The documentation is heavily biased toward Windows environments. All command-line examples use Azure PowerShell, which is primarily used on Windows. There are no CLI or Bash examples for Linux/macOS users. The only traffic testing tool mentioned is PsPing, a Windows-only Sysinternals utility, with no mention of cross-platform alternatives. Windows-centric tools and patterns are referenced exclusively and before any Linux equivalents (which are absent).
Recommendations
  • Add Azure CLI examples alongside or before PowerShell examples for all resource queries and configuration steps. Azure CLI is cross-platform and widely used on Linux/macOS.
  • Include Bash or shell script equivalents for command-line operations, especially for resource listing and querying.
  • Mention and provide examples for cross-platform network testing tools such as 'ping', 'hping', or 'nping' instead of or in addition to PsPing.
  • Explicitly state which steps and tools are applicable to Linux/macOS and provide guidance for those platforms.
  • Where PowerShell is used, note that it can be installed on Linux/macOS, but also provide native alternatives.
  • Review and update troubleshooting steps to ensure parity for Linux-based environments, including ARP and route table inspection commands.
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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