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
powershell_heavy
windows_first
windows_tools
Summary
The documentation page provides extensive PowerShell examples and references Windows-specific tools and patterns (such as the Key Vault VM extension for Windows, S-channel, and certificate store locations like 'LocalMachine'). Windows terminology and mechanisms (ACLing, certificate linking, S-channel) are discussed in detail, while Linux/macOS equivalents are not mentioned or are missing. The PowerShell example is the only programmatic enrollment script shown, and Windows-specific features (like certificate linking) are explained without Linux alternatives.
Recommendations
  • Add equivalent Linux/macOS examples for certificate enrollment and management (e.g., using Azure CLI, Bash, or Python SDK).
  • Clarify which mechanisms (such as Key Vault VM extension) are available or not available on Linux, and provide guidance for Linux users.
  • Discuss certificate provisioning and rotation on Linux nodes, including how Service Fabric clusters on Linux VMs handle certificates.
  • Provide troubleshooting steps and FAQs relevant to Linux/macOS environments.
  • Where Windows-specific features are discussed (e.g., S-channel, certificate linking), explicitly note their absence or alternatives on Linux.
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Scan History

Date Scan Status Result
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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