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 demonstrates a strong Windows bias by exclusively providing PowerShell examples and cmdlets for monitoring integration runtimes in Azure Data Factory. All command-line instructions use PowerShell syntax, with no mention of Linux-native tools, Bash, or cross-platform alternatives. The self-hosted integration runtime is described as being installed on 'on-premises Windows machines,' and there is no guidance for Linux deployments or monitoring. Windows-centric tools and patterns (PowerShell, SSMS, SSDT) are referenced throughout, while Linux equivalents are absent.
Recommendations
  • Provide equivalent Bash/CLI examples for all PowerShell commands, using Azure CLI or REST API where possible.
  • Explicitly mention and document support for self-hosted integration runtime on Linux, including installation, monitoring, and troubleshooting steps.
  • Reference Linux-compatible tools (e.g., Azure CLI, curl, jq) alongside Windows tools like PowerShell, SSMS, and SSDT.
  • Rephrase sections that imply self-hosted integration runtime is only for Windows, clarifying cross-platform capabilities.
  • Add troubleshooting and monitoring guidance for Linux environments, including log file locations and system resource monitoring commands.
  • Ensure all sample outputs and instructions are platform-neutral or provide both Windows and Linux variants.
GitHub Create Pull Request

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