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
Summary
The documentation generally maintains cross-platform parity, but there is a subtle Windows bias in the ordering and example presentation. In the X.509 self-signed authentication section, the openssl command is shown for Windows (PowerShell) before Linux (Bash), and the Windows command is not clearly marked as PowerShell-specific. There are no Linux-specific tools or patterns highlighted, and the documentation does not provide explicit Linux GUI or CLI examples outside of Azure CLI, which is cross-platform. The certificate generation and transfer steps mention Azure Key Vault and SCP, which are cross-platform, but no Linux-specific certificate management tools or workflows are highlighted.
Recommendations
  • Present Linux and Windows command examples in parallel or alternate the order to avoid always listing Windows first.
  • Clearly label command blocks as 'Windows (PowerShell)' and 'Linux (Bash)' for clarity.
  • Include Linux-specific certificate management tips or references (e.g., using certbot, update-ca-certificates, or Linux file paths).
  • Where GUI steps are shown (e.g., Azure Portal screenshots), consider also providing CLI-only workflows for headless Linux environments.
  • Highlight that Azure CLI and IoT CLI extension are cross-platform, and provide example shell commands for both Bash and PowerShell where relevant.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
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 Biased Biased

Flagged Code Snippets