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
missing_linux_example
Summary
The documentation page presents examples and tooling in a platform-neutral way for most operations, referencing Azure Data Studio, CLI, and Kubernetes-native tools. However, there is a subtle Windows bias in the authentication section, where Active Directory (AD) and Active Directory Federation Services (ADFS) are mentioned as alternatives to Microsoft Entra ID, without mentioning Linux-native authentication options (such as LDAP or Kerberos). Additionally, the documentation does not provide explicit Linux command-line examples or reference Linux-specific tools, which may leave Linux administrators without clear guidance.
Recommendations
  • Add explicit Linux authentication options (e.g., LDAP, Kerberos) alongside Active Directory/ADFS in the authentication section.
  • Provide Linux-specific command-line examples for provisioning, configuration, and management tasks (e.g., using bash, curl, kubectl on Linux).
  • Reference Linux-native tools and patterns where appropriate, such as systemd, cron, or Linux file paths for backup/restore operations.
  • Ensure that any mention of Windows-centric technologies (Active Directory, ADFS) is balanced with Linux equivalents or alternatives.
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Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Clean Clean
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Clean Clean
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased