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
Summary
The documentation page lists .NET and ASP.NET Core provider libraries first and in greatest detail, with their samples and release notes highlighted before those for Java, Python, JavaScript, and Go. This ordering and emphasis reflects a 'windows_first' bias, as .NET and ASP.NET Core are primarily associated with Windows development. There are no explicit PowerShell examples or Windows-only tools mentioned, but the prioritization of Windows-centric frameworks may make Linux or cross-platform users feel secondary.
Recommendations
  • Reorder the provider libraries table to alternate or group by language family (e.g., .NET, Java, Python, JavaScript, Go) or by popularity, rather than always listing .NET/.NET Framework first.
  • Explicitly mention the cross-platform support of .NET Core and .NET 5+ to clarify that these libraries are not Windows-only.
  • Add a note or section highlighting Linux and container-native usage patterns, especially for Java, Python, and Go.
  • Ensure that sample links and documentation for non-Windows platforms are as prominent and detailed as those for .NET.
  • Consider including a brief statement about the parity of features and support across platforms, and encourage feedback from Linux and macOS users.
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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 Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-15 00:00 #254 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
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 Clean Clean
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 Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-30 00:01 #96 cancelled Biased Biased
2025-08-29 00:01 #95 completed Biased Biased
2025-08-28 00:01 #94 cancelled Biased Biased
2025-08-27 00:01 #93 cancelled Biased Biased
2025-08-26 00:00 #92 cancelled Biased Biased
2025-08-25 00:01 #91 cancelled Biased Biased
2025-08-24 00:00 #90 cancelled Biased Biased
2025-08-23 00:00 #89 cancelled Biased Biased
2025-08-22 00:01 #88 completed Biased Biased
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-17 00:01 #83 cancelled Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean