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
powershell_heavy
windows_first
Summary
The documentation page exhibits mild Windows bias, primarily through references to Windows-centric tools and workflows. For example, enabling the Azure Firewall Fat Flow Log (Top flow log) is stated to require Azure PowerShell, with no mention of equivalent CLI or automation options for Linux/macOS users. The log converter tool is described as a C#/.NET solution, which is more accessible on Windows. Data visualization examples prioritize Excel and Power BI, both Windows-first tools, before mentioning generic alternatives. No explicit Linux/macOS examples or parity guidance are provided.
Recommendations
  • Provide Azure CLI or REST API instructions for tasks currently described as PowerShell-only, such as enabling Fat Flow Log.
  • Mention cross-platform log conversion tools (e.g., Python scripts, jq, csvkit) alongside the C#/.NET converter.
  • List open-source or cross-platform visualization tools (e.g., Grafana, Tableau Public) before or alongside Excel and Power BI.
  • Explicitly state that all steps can be performed from Linux/macOS, and provide example commands or screenshots from those platforms where relevant.
  • Where screenshots or instructions reference the Azure portal, clarify that the portal is OS-agnostic.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed 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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets