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
windows_tools
missing_linux_example
Summary
The documentation displays a moderate Windows bias. Windows tools (PowerShell, Windows Server DNS) are mentioned before or more prominently than Linux equivalents. PowerShell examples and references appear before Azure CLI and Linux alternatives. The only explicit DNS server configuration example for on-premises is for Bind (Linux), but Windows Server DNS is referenced with a link, not shown inline. Some sections (e.g., discovering cluster node FQDNs) provide PowerShell first, then Azure CLI, but do not show Linux-native commands. There is a lack of parity in step-by-step examples for Linux administrators, especially for on-premises DNS configuration and network management.
Recommendations
  • Provide Linux/Bash-native examples (e.g., using dig, nslookup, or Linux DNS server configuration) alongside or before Windows/PowerShell examples.
  • Include explicit step-by-step instructions for configuring conditional forwarders in common Linux DNS servers (Bind, dnsmasq), not just a sample zone file.
  • When referencing tools, mention Azure CLI and Linux admin tools before or alongside PowerShell and Windows tools.
  • Add more detail for Linux on-premises environments, such as how to discover cluster node FQDNs using Bash/SSH, and how to manage network security with iptables or firewalld.
  • Ensure that all critical configuration steps have both Windows and Linux examples, not just links for one platform.
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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