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).
Create Pull Request