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 provides both Ubuntu (Linux) and Windows instructions for installing CA certificates, but Windows tools (PowerShell, certlm, .NET APIs, Schannel) are described in greater detail, with multiple methods and explanations. Windows-specific terminology and tools (Schannel, certlm, PowerShell) are mentioned before or more extensively than their Linux equivalents. In SDK sections, Windows behaviors (e.g., Schannel usage) are highlighted, while Linux alternatives (e.g., OpenSSL) are mentioned but not explained in depth. Some SDK instructions assume Windows defaults, and troubleshooting steps reference host file edits and DNS, which may be more familiar to Windows users. There are no explicit examples for other Linux distributions besides Ubuntu, and macOS is not mentioned.
Recommendations
  • Provide equivalent certificate installation instructions for other popular Linux distributions (e.g., CentOS, Red Hat, Debian) and for macOS.
  • Expand explanations of Linux TLS stacks (e.g., OpenSSL, LibreSSL) and how to configure them for IoT Edge, similar to the detail given for Schannel on Windows.
  • Offer Linux command-line alternatives for all Windows GUI and PowerShell steps (e.g., using update-ca-certificates, keytool for Java, etc.).
  • Ensure troubleshooting steps include Linux-specific advice (e.g., editing /etc/hosts, checking iptables/firewalld, using systemd-resolved).
  • Balance the order and depth of Windows and Linux instructions so that Linux users receive as much guidance as Windows users.
  • Explicitly mention cross-platform considerations for SDKs, including any differences in certificate handling between Windows, Linux, and macOS.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-26 00:00 #92 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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets