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 moderate Windows bias. Azure CLI commands are shown throughout, which are cross-platform, but some troubleshooting steps (such as enabling AKS feature flags and force-deleting extensions) are more familiar to Windows/Azure users. There is a lack of explicit Linux shell or distribution-specific examples, and no mention of Linux-specific troubleshooting tools or patterns (e.g., systemd, journalctl, bash scripting). The only OS-specific troubleshooting is for Oracle Linux, but even there, the solution is generic. No PowerShell-specific commands are present, but the overall flow assumes Azure CLI and Azure-centric workflows, which are more common in Windows environments. There are no examples using Linux-native tools like grep, sed, or direct shell scripting, and no mention of Linux package managers or service management.
Recommendations
  • Add explicit Linux shell examples (e.g., bash, zsh) for common troubleshooting tasks.
  • Include troubleshooting steps using Linux-native tools (e.g., journalctl, systemctl, grep, sed) where relevant.
  • Provide parity for Linux distributions beyond Oracle Linux, such as Ubuntu, CentOS, or SUSE, especially for extension installation and troubleshooting.
  • Mention Linux package managers or service management commands when discussing dependencies or required modules.
  • Clarify that Azure CLI is cross-platform, and provide guidance for installing and using it on Linux systems.
  • Where AKS or Azure-specific commands are shown, offer alternative approaches for clusters running on Linux outside Azure (e.g., on-premises, other clouds).
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Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Clean Clean
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 Clean Clean
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets