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_first
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits a Windows bias by primarily using Visual Studio (a Windows-centric IDE) for all development steps, recommending Windows tools (Visual Studio, Data Lake Tools for Visual Studio, Azure PowerShell) for building, uploading, and running jobs, and providing step-by-step instructions only for these tools. There are no equivalent instructions or examples for Linux-native workflows, such as using Mono directly, building with dotnet CLI, or uploading/running jobs via Linux command line or open-source tools. Linux usage is only mentioned in passing, and the actual development and deployment process is described exclusively with Windows tooling.
Recommendations
  • Provide step-by-step instructions for building C# UDFs using cross-platform tools such as dotnet CLI and Mono on Linux.
  • Include examples of uploading .exe files to HDInsight clusters using Azure CLI, azcopy, or other Linux-friendly methods.
  • Offer guidance for running Hive and Pig jobs from the Linux command line, including sample commands and expected outputs.
  • Mention and demonstrate alternative IDEs (such as VS Code or JetBrains Rider) that are available on Linux and macOS, not just Visual Studio.
  • Ensure that all major steps (build, upload, run) have parity between Windows and Linux workflows, with examples for both.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets