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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a strong Windows bias. It consistently references Windows-specific cryptographic APIs (CNG, CAPI, Win32/64, .NET), Windows-only features (BitLocker, Group Policy, SSIS, SQL Server EKM, Always Encrypted), and Windows IoT Core. Examples and recommendations are almost exclusively for Windows environments, with only brief mentions of Apple and Java/Android APIs, and no Linux-specific tools, APIs, or examples. Linux cryptographic practices, tools (e.g., OpenSSL, GnuPG), and equivalents to Windows features are not discussed or referenced.
Recommendations
  • Add Linux-specific cryptographic API and tool recommendations (e.g., OpenSSL, /dev/urandom, GnuPG, dm-crypt/LUKS for disk encryption).
  • Provide code examples for Linux environments (e.g., using OpenSSL CLI or libraries in C/Python).
  • Reference Linux equivalents for Windows features (e.g., LUKS for BitLocker, systemd-cryptsetup for encrypted volumes, Linux TPM stack).
  • Include guidance for cross-platform .NET Core/5+ cryptography APIs that work on Linux and macOS, not just Windows.
  • Mention Linux/Unix device management and encryption policies where relevant (e.g., mobile device management, disk encryption).
  • Balance the order of presentation so that Windows and Linux/Unix approaches are given equal prominence.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets