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
azure_heavy
missing_linux_example
Summary
The documentation page demonstrates a bias towards Azure and Windows-centric environments. Storage class examples and recommendations are almost exclusively focused on Azure Kubernetes Service (AKS), with detailed coverage of Azure-specific storage classes and tools. There is minimal mention of Linux-native storage solutions or patterns, and no explicit Linux or open-source example is provided. The documentation also presents Azure/Windows options before AWS and GCP, and does not offer parity in terms of Linux command-line or storage configuration examples.
Recommendations
  • Include examples of configuring storage classes using Linux-native tools and environments, such as NFS, Ceph, or local SSDs on Linux nodes.
  • Provide sample YAML manifests for storage classes and persistent volumes that are not Azure-specific, demonstrating usage on generic Kubernetes clusters (including on-premises Linux clusters).
  • Add explicit Linux command-line examples (e.g., using bash, sed, jq) for configuration tasks, not just Azure CLI.
  • Balance the order of cloud provider recommendations, and include open-source solutions (e.g., Longhorn, Rook/Ceph) as first-class options.
  • Reference Linux documentation and best practices for storage configuration alongside Azure/Windows resources.
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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