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 throughout. Windows-specific technologies (CNG, CAPI, Win32/64 APIs, BitLocker, TPM on Windows IoT Core, SSIS, SQL Server features) are mentioned exclusively or before alternatives. .NET examples and APIs are prioritized, with little to no mention of equivalent Linux cryptographic tools, APIs, or practices. Code examples and references focus on Windows environments, and there are no Linux or open-source tool examples for cryptographic operations, device security, or database encryption.
Recommendations
  • Add equivalent Linux examples for cryptographic operations (e.g., OpenSSL, GnuPG, /dev/urandom for RNG, dm-crypt/LUKS for disk encryption).
  • Mention Linux-compatible hardware security modules (HSMs) and TPM usage, including references to Linux TPM libraries and provisioning guides.
  • Include database encryption and signing examples for PostgreSQL, MySQL, or other cross-platform databases, not just SQL Server.
  • Provide device security recommendations for Linux-based IoT devices, including secure key storage and management.
  • Balance .NET and Windows API references with Java, Python, and C/C++ cross-platform libraries (e.g., BouncyCastle, PyCryptodome, libsodium).
  • Reference Linux disk encryption tools (e.g., LUKS, eCryptfs) alongside BitLocker.
  • Add code samples for Linux and open-source environments where only Windows/.NET samples are present.
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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