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 clear Windows bias. Windows technologies, APIs, and tools (CNG, CAPI, Win32/64, .NET, BitLocker, TPM on Windows IoT Core, SSIS, SQL Server features) are referenced extensively and often exclusively. Examples and recommendations are almost always Windows-centric, with little to no mention of Linux equivalents or cross-platform alternatives. Where other platforms are mentioned (Apple, Java/Android), they are brief and lack parity in detail or example code. Linux cryptographic APIs, disk encryption tools, and IoT security approaches are missing.
Recommendations
  • Add Linux-specific cryptographic API references (e.g., OpenSSL, /dev/urandom, libgcrypt, GnuTLS) alongside Windows APIs.
  • Provide example code for Linux and cross-platform environments (e.g., Python with cryptography, C/C++ with OpenSSL) where only .NET or Windows code is shown.
  • Mention Linux disk encryption tools (e.g., LUKS, dm-crypt) when discussing BitLocker.
  • Include Linux IoT security approaches (e.g., TPM2.0 tools, secure key storage with Linux kernel modules) in IoT sections.
  • Reference cross-platform database encryption options (e.g., PostgreSQL TDE, MySQL encryption) in addition to SQL Server.
  • Ensure parity in recommendations and examples for random number generation, MAC/HMAC, and hash functions for Linux and open-source stacks.
  • Explicitly state platform applicability for each recommendation, and avoid assuming Windows as the default.
GitHub Create Pull Request

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