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
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias, primarily through exclusive use of PowerShell commands for monitoring integration runtimes, repeated references to Windows-based nodes for self-hosted integration runtime, and lack of Linux or cross-platform CLI examples. Windows tools and patterns (PowerShell, SSMS, SSDT) are mentioned throughout, with no mention of Linux equivalents or alternatives. There are no Bash, Azure CLI, or Linux-specific instructions or examples, and the documentation assumes self-hosted IR nodes are Windows machines.
Recommendations
  • Add Azure CLI examples for all monitoring tasks alongside PowerShell, ensuring parity for Linux and macOS users.
  • Clarify that self-hosted integration runtime can be installed on Linux (if supported), and provide instructions/examples for Linux deployments.
  • Include Bash script samples and Linux command-line monitoring approaches where relevant.
  • Mention and link to cross-platform tools (e.g., Azure Data Studio) in addition to Windows-only tools like SSMS and SSDT.
  • Explicitly state platform requirements and alternatives for each tool or command, ensuring users on non-Windows platforms are not excluded.
  • Review and update language to avoid assuming Windows as the default environment for self-hosted IR nodes.
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Scan History

Date Scan Status Result
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets