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
windows_first
missing_linux_example
Summary
The documentation demonstrates a bias toward Windows environments by exclusively referencing the Azure portal (a web UI often associated with Windows workflows), Microsoft Teams (a Microsoft-centric collaboration tool), and Azure Logic Apps, with no mention of Linux-native tools, CLI, or open-source alternatives. All examples and instructions are given using graphical interfaces and Microsoft ecosystem products, with no parity for Linux command-line workflows or non-Microsoft notification channels. There are no examples using Azure CLI, Bash, or Linux automation tools, nor are alternatives to Teams (such as Slack or email) discussed.
Recommendations
  • Add equivalent instructions and examples using Azure CLI and Bash scripts for workflow automation, including event subscription and API property updates.
  • Provide examples for integrating with non-Microsoft notification channels (e.g., Slack, email, webhook endpoints) to broaden applicability beyond Microsoft Teams.
  • Include Linux-friendly automation options, such as using cron jobs, shell scripts, or open-source workflow engines (e.g., Apache Airflow) for similar event-driven automation.
  • Explicitly mention cross-platform compatibility and provide guidance for users working in Linux environments, including troubleshooting steps and UI alternatives.
  • Ensure that references to tools and interfaces do not assume a Windows-first or Microsoft-only ecosystem, and present alternatives in parallel where possible.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-18 00:00 #394 in_progress Clean Clean
2026-02-17 00:00 #390 in_progress Clean Clean
2026-02-16 00:00 #386 in_progress Clean Clean
2026-02-15 00:00 #382 in_progress Clean Clean
2026-02-14 00:00 #378 in_progress Clean Clean
2026-02-13 00:00 #374 in_progress Clean Clean
2026-02-12 00:00 #370 in_progress Clean Clean
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Clean Clean
2026-02-09 00:00 #358 completed Clean Clean
2026-02-08 00:00 #354 completed Clean Clean
2026-02-05 00:00 #342 completed Clean Clean
2026-02-04 00:00 #338 completed Clean Clean
2026-02-03 00:00 #334 completed Clean Clean
2026-02-02 00:00 #330 completed Clean Clean
2026-02-01 00:00 #326 completed Clean Clean
2026-01-31 00:00 #322 completed Clean Clean
2026-01-30 00:00 #318 completed Clean Clean
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-12 00:00 #243 cancelled 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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Biased Biased
2025-09-14 00:00 #111 completed Biased Biased
2025-08-14 00:01 #80 cancelled Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 21:17 #46 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-13 20:32 #43 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets