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_tools
windows_update_endpoints
windows_defender_endpoints
kms_windows_only
windows_first
Summary
The documentation page exhibits a moderate Windows bias. It references Windows-specific infrastructure and endpoints (such as KMS for Windows VM activation, Windows Update, and Windows Defender), and includes instructions and port requirements that are only relevant for Windows-based virtual machines. There is no mention of Linux equivalents for these services, nor are Linux-specific considerations or examples provided. The only explicit example of a deployment model is a link to a PowerShell-based guide, with no Bash/CLI or Linux-focused alternatives. The ordering of information also places Windows requirements before any mention of Linux or cross-platform needs.
Recommendations
  • Add explicit guidance for Linux-based VM scenarios, such as activation or update mechanisms relevant to Linux distributions.
  • Include Linux-specific endpoints or port requirements (e.g., for package repositories, security updates, or monitoring agents).
  • Provide cross-platform examples for network configuration, such as Azure CLI/Bash commands alongside PowerShell.
  • Clarify which requirements are Windows-only and which are applicable to all platforms.
  • Add links to Linux-focused documentation for deploying and managing API Management in VNets.
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Scan History

Date Scan Status Result
2026-01-15 00:00 #254 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-15 00:00 #112 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased