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_tools
windows_first
missing_linux_example
Summary
The documentation page exhibits moderate Windows bias. PowerShell and .NET SDKs are frequently mentioned for log management and job submission, often before or instead of Linux alternatives. Windows-centric tools like Visual Studio, Power Query for Excel, and Azure Storage Explorer are referenced for log analysis and management, while Linux-native tools and workflows (e.g., Bash scripting, Linux file utilities) are rarely mentioned or only referenced in passing. Some sections, such as scripting log archiving and accessing Azure Storage, provide PowerShell examples but lack equivalent Bash/CLI examples. Although Ambari and SSH access are covered for Linux-based clusters, overall, Linux/macOS users may need to infer or adapt instructions.
Recommendations
  • Provide Bash and Azure CLI examples alongside PowerShell for all scripting and automation tasks.
  • List Linux-native tools (e.g., grep, awk, sed, logrotate, cron) for log management and analysis, with usage examples.
  • Mention cross-platform tools first or equally (e.g., Azure CLI, AzCopy) before Windows-specific tools.
  • Include explicit instructions for Linux/macOS users for tasks currently described only with Windows tools (e.g., using Bash scripts for log archiving, accessing Azure Storage via CLI).
  • Add references to Linux/macOS compatible IDEs and utilities (e.g., VS Code, Jupyter, K9s) where appropriate.
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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
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets