73
Total Pages
24
Linux-Friendly Pages
49
Pages with Bias
67.1%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

323 issues found
Showing 176-200 of 323 flagged pages
DNS Overview of DNSSEC - Azure Public DNS ...rosoftDocs/azure-docs/blob/main/articles/dns/dnssec.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias, particularly in the section on viewing DNSSEC-related resource records. Windows tools (Resolve-DnsName, nslookup.exe) and PowerShell examples are presented first and in detail, with explicit references to Windows client behavior and Group Policy. Linux/macOS equivalents (dig) are mentioned but not explained as thoroughly, and no Linux shell examples are shown. The guidance on DNSSEC validation also references Windows-specific features (NRPT, Group Policy) without Linux/macOS alternatives.
Recommendations
  • Provide Linux/macOS shell examples (e.g., dig usage in bash/zsh) alongside PowerShell, including installation instructions for dig if needed.
  • Mention and explain Linux/macOS DNSSEC validation tools and configuration (e.g., Unbound, BIND, systemd-resolved, resolvectl, dnssec-trigger).
  • Balance the order of examples so that Linux/macOS tools are not always listed after Windows tools.
  • Clarify how DNSSEC validation can be enforced or configured on Linux/macOS clients and servers, not just Windows (e.g., resolv.conf, systemd-resolved, Unbound).
  • Reference Linux/macOS documentation for DNSSEC validation and troubleshooting.
DNS Quickstart - Create an Azure private DNS zone using the Azure portal ...lob/main/articles/dns/private-dns-getstarted-portal.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a notable Windows bias, especially in the 'Create the test virtual machine' and 'Test the private zone' sections. Only Windows Server is used for the VM example, and all command-line testing is shown via PowerShell and Windows command prompt. There are no Linux VM creation or testing examples, nor is SSH or Linux shell usage mentioned. Windows tools and patterns (RDP, RunPowerShellScript) are referenced exclusively.
Recommendations
  • Include parallel instructions for creating a Linux VM (e.g., Ubuntu) alongside the Windows VM example.
  • Show how to test DNS resolution using SSH and Linux shell commands (e.g., ping, dig, nslookup) on a Linux VM.
  • Mention and demonstrate the use of Azure portal's 'Run command' for Linux VMs (e.g., RunShellScript).
  • Present examples for both Windows and Linux environments, or clarify that the steps apply equally to both and note any differences.
  • Avoid using Windows-specific tools (RDP, RunPowerShellScript) exclusively; provide alternatives for Linux/macOS users.
DNS Quickstart - Create an Azure private DNS zone using the Azure CLI ...s/blob/main/articles/dns/private-dns-getstarted-cli.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits a notable Windows bias in the testing and verification steps. While the Azure CLI commands are cross-platform, all virtual machine creation examples use Windows images, and all instructions for configuring firewalls and testing DNS resolution are written for Windows and PowerShell only. There are no Linux VM creation examples, nor are there instructions for configuring ICMP or testing DNS resolution on Linux/macOS. The use of Windows tools and PowerShell commands is exclusive, leaving Linux/macOS users without direct guidance.
Recommendations
  • Include examples for creating Linux VMs (e.g., using --image UbuntuLTS) alongside Windows VM examples.
  • Provide instructions for configuring ICMP/firewall rules on Linux (e.g., using ufw or firewalld).
  • Add Linux/macOS equivalents for DNS resolution testing (e.g., using ping, dig, or nslookup from a bash shell).
  • Show output examples from Linux/macOS terminals in addition to PowerShell.
  • Explicitly state that the Azure CLI commands work on all platforms and provide platform-specific notes where behavior may differ.
DNS Scenarios for Azure Private DNS zones ...e-docs/blob/main/articles/dns/private-dns-scenarios.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page exhibits a moderate Windows bias. The 'Next steps' section specifically links to a PowerShell-based getting started guide for creating a Private DNS zone, without mentioning or linking to equivalent instructions for Linux (e.g., Azure CLI, Bash, or cross-platform tools). No Linux/macOS-specific examples or guidance are provided, and Windows/PowerShell is implicitly prioritized as the default approach.
Recommendations
  • Add links to cross-platform Azure CLI and/or Bash-based guides for creating and managing Private DNS zones alongside the PowerShell guide.
  • Explicitly mention that Azure DNS management can be performed from any OS using Azure CLI, and provide example commands.
  • Ensure that all critical workflows (such as creating a Private DNS zone) have step-by-step instructions for both Windows (PowerShell) and Linux/macOS (CLI/Bash).
  • Consider reordering or grouping 'Next steps' links so that no single platform is implicitly prioritized.
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page references a 'get started' guide for creating a Private DNS zone using PowerShell, which is primarily a Windows-centric tool. The link to the PowerShell guide is listed before any mention of Linux or cross-platform alternatives, and there are no explicit Linux/macOS CLI examples or references to Azure CLI, which is cross-platform.
Recommendations
  • Include links to Azure CLI and/or REST API guides for creating Private DNS zones, which are cross-platform and work on Linux/macOS.
  • Explicitly mention that PowerShell is available on Linux/macOS, or clarify if the instructions are Windows-specific.
  • Add example commands for Linux/macOS users, or provide parity in the 'Next steps' section by listing cross-platform options alongside PowerShell.
DNS Azure DNS Private Resolver endpoints and rulesets ...in/articles/dns/private-resolver-endpoints-rulesets.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits mild Windows bias, primarily in the 'Next steps' section, where only Azure PowerShell and Azure Portal are mentioned as methods for creating a DNS Private Resolver. There are no references to Linux/macOS command-line tools (such as Azure CLI), nor are there any examples or instructions tailored for Linux users. The absence of Linux-specific guidance or parity in example commands may create friction for non-Windows users.
Recommendations
  • Include Azure CLI instructions and examples alongside PowerShell and Portal methods, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • Explicitly mention that all configuration steps can be performed from Linux/macOS using Azure CLI, where applicable.
  • Provide example commands for common Linux tools (e.g., dig, nslookup) when discussing DNS testing or verification.
  • Ensure screenshots and walkthroughs are not exclusively Windows-centric (e.g., avoid only showing PowerShell or Windows UI).
DNS Create and manage reverse DNS zones in Azure Private DNS ...ure-docs/blob/main/articles/dns/private-reverse-dns.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias in its DNS resolution testing section, where only a Windows command prompt (nslookup) example is provided, shown with Windows-style output and PowerShell prompt. There are no Linux/macOS command line examples, nor is there mention of equivalent Linux tools or usage patterns. The rest of the documentation is platform-neutral, focusing on Azure Portal UI, but the only CLI example is Windows-centric.
Recommendations
  • Include Linux/macOS command line examples for DNS resolution, such as 'nslookup 10.1.2.5' or 'dig -x 10.1.2.5', and show sample output from a Linux shell.
  • Explicitly mention that the DNS resolution step can be performed on any OS, and provide instructions for both Windows and Linux/macOS users.
  • Avoid using Windows-specific prompts (e.g., 'C:\>') in examples; use generic or cross-platform prompts where possible.
  • If PowerShell is referenced, also mention Bash or other common shells.
DNS Tutorial: Create an Azure DNS alias record to refer to an Azure public IP address ...zure-docs/blob/main/articles/dns/tutorial-alias-pip.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The tutorial exclusively guides users through creating a Windows Server virtual machine and installing IIS via Windows GUI steps. There are no instructions or examples for creating a Linux VM or deploying a web server on Linux, nor any mention of Linux alternatives. All screenshots and procedural details are Windows-centric, which may hinder Linux/macOS users from following the tutorial directly.
Recommendations
  • Add parallel instructions for creating a Linux VM (e.g., Ubuntu) and installing a web server (such as Apache or Nginx).
  • Include Linux-specific steps for connecting to the VM (e.g., using SSH) and verifying the web server.
  • Provide screenshots or CLI commands relevant to Linux environments.
  • Explicitly mention that the tutorial applies to both Windows and Linux, and clarify any differences in steps.
DNS Tutorial - Set up DNS failover using private resolvers ...articles/dns/tutorial-dns-private-resolver-failover.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation provides detailed instructions and examples exclusively for Windows Server environments, specifically using Windows PowerShell and the Windows DNS Server role. There are no equivalent instructions or examples for configuring DNS forwarding on Linux-based DNS servers (such as BIND), nor are Linux command-line examples (e.g., dig) provided. Windows tools and patterns are mentioned first and exclusively, which may create friction for Linux or cross-platform administrators.
Recommendations
  • Add a section with step-by-step instructions for configuring conditional forwarding on common Linux DNS servers (e.g., BIND/named), including example configuration file snippets.
  • Include Linux/macOS command-line examples using 'dig' or 'host' alongside 'nslookup', and clarify that 'nslookup' is available cross-platform but may differ in usage.
  • Explicitly state that the procedure applies to both Windows and Linux DNS servers, and provide links to relevant Linux DNS server documentation.
  • Where PowerShell commands are shown, provide equivalent shell commands or configuration file edits for Linux.
  • Consider reordering or parallelizing examples so that Linux and Windows instructions are presented together, rather than Windows-first or Windows-only.
DNS Host reverse DNS lookup zones in Azure DNS ...docs/blob/main/articles/dns/dns-reverse-dns-hosting.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation consistently provides Azure PowerShell examples alongside Azure CLI and classic CLI, but does not offer any Linux/macOS-specific shell examples (e.g., Bash, curl, dig, etc.). PowerShell examples are always listed first, suggesting a Windows-first approach. There is no mention of Linux-native tools or workflows, and no guidance for users who may not have PowerShell available (common on Linux/macOS).
Recommendations
  • Add explicit Bash/Linux shell examples for all CLI operations, using Azure CLI in Bash context.
  • Clarify that Azure CLI commands work cross-platform and provide sample commands for Linux/macOS terminals.
  • Consider including examples using common DNS utilities (e.g., dig, nslookup) for verification steps.
  • Alternate the order of examples so that CLI/Bash comes before PowerShell, or present them side-by-side.
  • Explicitly state platform requirements for PowerShell and CLI tools, and link to installation guides for Linux/macOS.
DNS Scenarios for Azure Private DNS zones ...e-docs/blob/main/articles/dns/private-dns-scenarios.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page is concept-focused and does not provide explicit command-line examples. However, the 'Next steps' section links specifically to a PowerShell-based getting started guide for creating a Private DNS zone, without mentioning or linking to equivalent Linux (CLI, Bash, or Azure CLI) instructions. This creates a subtle but notable Windows/Powershell bias, as Linux/macOS users are not directly guided to relevant instructions for their platforms.
Recommendations
  • In the 'Next steps' section, provide links to both PowerShell and Azure CLI (cross-platform) guides for creating a Private DNS zone.
  • Explicitly mention that Azure CLI and Bash are supported and provide parity for Linux/macOS users.
  • Where possible, ensure that conceptual articles link to platform-agnostic or multi-platform getting started guides.
  • If only a PowerShell guide exists, create and link to a Linux/Azure CLI equivalent.
DNS Azure DNS Private Resolver Overview ...lob/main/articles/dns/dns-private-resolver-overview.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. References to Azure PowerShell are given before any mention of Linux-friendly tools (such as Azure CLI), and there are no explicit examples or guidance for Linux/macOS users. The quickstart and next steps sections prioritize PowerShell and portal instructions, with no mention of Azure CLI or Bash scripting, which are commonly used on Linux/macOS. There is also no reference to Linux-specific DNS tools or configuration patterns.
Recommendations
  • Add Azure CLI examples and quickstart links alongside PowerShell instructions.
  • Explicitly mention that Azure DNS Private Resolver can be managed from Linux/macOS using Azure CLI.
  • Include references to Linux DNS tools (e.g., dig, resolv.conf) when discussing DNS configuration and troubleshooting.
  • Ensure that example workflows and automation mention Bash or cross-platform scripting options.
  • Present cross-platform instructions in parallel, not with Windows/PowerShell first.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page references a 'get started' link for creating a Private DNS zone that points specifically to a PowerShell-based guide, which is primarily a Windows tool. There is no mention of Linux/macOS alternatives (such as Azure CLI or Bash), nor are cross-platform instructions provided. This creates a subtle but notable bias toward Windows users.
Recommendations
  • Add links or instructions for creating Private DNS zones using Azure CLI, which is cross-platform and works on Linux/macOS.
  • Ensure that 'next steps' sections include both PowerShell and CLI/Bash examples, or clearly indicate platform applicability.
  • Consider listing cross-platform options before or alongside Windows-specific tools to avoid implicit prioritization.
DNS Tutorial: Create an alias record to support apex domain name with Traffic Manager ...azure-docs/blob/main/articles/dns/tutorial-alias-tm.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The tutorial exclusively uses Windows Server virtual machines and Windows-specific tools (IIS, RDP, Server Manager) for the web server setup, with no mention or example of Linux-based alternatives. All instructions for installing and configuring the web server are Windows-centric, and there are no Linux or cross-platform equivalents provided. This creates friction for users who prefer or require Linux-based environments.
Recommendations
  • Add parallel instructions for creating Linux-based virtual machines (e.g., Ubuntu) and installing a web server (such as Apache or Nginx).
  • Include Linux CLI commands for web server installation and configuration.
  • Provide guidance for connecting to Linux VMs (e.g., using SSH instead of RDP).
  • Ensure screenshots and walkthroughs include both Windows and Linux options.
  • Clarify that the Traffic Manager and DNS alias record steps are OS-agnostic, and highlight any differences if present.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation page references Azure DNS management via PowerShell and mentions PowerShell before CLI or REST API alternatives. The Etags section specifically highlights PowerShell usage and options, with Linux/macOS equivalents (Azure CLI, REST API) only mentioned later or in passing. No explicit Linux/macOS examples or tools are provided, and PowerShell is presented as the default management tool, which may create friction for non-Windows users.
Recommendations
  • Provide Azure CLI examples alongside PowerShell for all management tasks, especially in sections discussing Etags and record management.
  • Explicitly mention cross-platform tools (Azure CLI, REST API) before or alongside PowerShell to avoid implying Windows is the default environment.
  • Add notes or examples for Linux/macOS users, clarifying how to perform equivalent operations without PowerShell.
  • Where PowerShell-specific options are described (e.g., the -Overwrite switch), include CLI or REST API equivalents.
DNS Tutorial: Create an alias record to refer to a resource record in a zone ...azure-docs/blob/main/articles/dns/tutorial-alias-rr.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation provides only Windows-oriented instructions for testing DNS records, specifically referencing 'command prompt' and 'nslookup', without mentioning Linux/macOS equivalents or terminal usage. The examples and screenshots are Azure Portal GUI-based, which is cross-platform, but the command-line validation steps implicitly assume a Windows environment.
Recommendations
  • Include Linux/macOS terminal instructions alongside Windows examples.
  • Mention that 'nslookup' is available on Linux/macOS, or provide alternative commands such as 'dig'.
  • Use neutral terminology like 'open a terminal' instead of 'command prompt'.
  • Show example outputs from both Windows and Linux/macOS environments.
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing command-line testing instructions using 'nslookup' at a 'command prompt', which is a Windows-centric term. No Linux or macOS equivalents (such as 'dig' or terminal usage) are mentioned, and the only alternative to the Azure Portal is a link to Azure PowerShell, with no reference to Azure CLI or Bash scripting. This may create friction for Linux/macOS users who do not use Windows tools or terminology.
Recommendations
  • Include Linux/macOS equivalents for command-line instructions, such as using 'dig' or specifying 'terminal' instead of 'command prompt'.
  • Add Azure CLI examples alongside Azure PowerShell for subdomain delegation.
  • Use neutral terminology (e.g., 'open a terminal') rather than Windows-specific terms like 'command prompt'.
  • Explicitly mention that the steps apply across platforms or provide platform-specific notes where necessary.
DNS Integrate Azure DNS with your Azure resources - Azure DNS ...azure-docs/blob/main/articles/dns/dns-custom-domain.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation demonstrates a subtle Windows bias by exclusively referencing the use of 'nslookup' for DNS validation, with screenshots and instructions that appear to be from Windows Command Prompt. There are no examples or mentions of equivalent Linux/macOS tools (such as dig or host), nor are there instructions or screenshots for those platforms. This may create friction for Linux/macOS users who do not use Windows or prefer native tools.
Recommendations
  • Include equivalent Linux/macOS commands (e.g., 'dig', 'host') alongside 'nslookup' for DNS validation steps.
  • Provide example command lines and sample output for Linux/macOS tools.
  • Add notes or screenshots showing DNS validation on Linux/macOS terminals.
  • Explicitly state that 'nslookup' is available on multiple platforms, but alternatives exist and may be preferred by non-Windows users.
DNS Quickstart: Create an Azure DNS zone and record - Azure Resource Manager template (ARM template) ...ocs/blob/main/articles/dns/dns-get-started-template.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page primarily provides Azure PowerShell examples and instructions, with explicit references to using a command prompt and cmd syntax for validation. There are no equivalent Azure CLI or Bash examples for Linux/macOS users, and the PowerShell workflow is presented first and exclusively in the deployment and cleanup sections.
Recommendations
  • Add Azure CLI examples for deploying the ARM template, validating DNS, and cleaning up resources, with Bash syntax.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and provide instructions for both.
  • Include Linux/macOS command-line examples for DNS validation (e.g., using dig or nslookup in Bash).
  • Present CLI/Bash and PowerShell examples side-by-side or in tabs, rather than PowerShell-only.
  • Clarify that the instructions are cross-platform and highlight any platform-specific differences.
DNS Quickstart: Use Terraform to configure private DNS zones in Azure ...s/blob/main/articles/dns/dns-private-zone-terraform.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation focuses exclusively on creating Windows virtual machines, with no mention of Linux VM creation or examples. The checklist and sample code only reference Windows VMs, and the customer intent is explicitly about Windows. While Azure CLI and PowerShell verification steps are provided, there are no Linux-specific instructions or parity in VM creation.
Recommendations
  • Add instructions and sample Terraform code for creating Linux virtual machines alongside Windows VMs.
  • Update the checklist and customer intent to be OS-neutral or include both Windows and Linux scenarios.
  • Provide verification steps that include Linux VM management (e.g., SSH access, Linux-specific Azure CLI commands).
  • Consider including a tabbed example for both Windows and Linux VM creation in the Terraform code section.
DNS Private DNS records overview - Azure Private DNS ...ure-docs/blob/main/articles/dns/dns-private-records.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation references PowerShell and the Azure portal as primary interfaces for managing DNS records, with no mention of Linux/macOS-specific tools or CLI usage. The only concrete example of tooling is PowerShell, and there are no Bash, Azure CLI, or REST API command examples. This creates a subtle bias towards Windows users and leaves Linux/macOS users without direct guidance for common tasks.
Recommendations
  • Add Azure CLI examples for all operations described, especially for record creation and management.
  • Include Bash shell usage where relevant, and clarify cross-platform compatibility of commands.
  • Explicitly mention REST API usage for tasks, with sample requests.
  • Ensure that PowerShell is not presented as the default or only option; present CLI and REST API alternatives first or alongside PowerShell.
  • Add a section or note on cross-platform tooling, highlighting how Linux/macOS users can perform equivalent operations.
DNS Protecting private DNS Zones and Records - Azure DNS ...n/articles/dns/dns-protect-private-zones-recordsets.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation consistently presents Azure PowerShell examples before Azure CLI, and in some cases (record set level resource locks), only PowerShell is supported and documented. There are no explicit Linux/macOS shell examples or guidance for non-Windows environments, and the use of PowerShell is assumed throughout, which may create friction for Linux/macOS users who prefer Bash or native CLI workflows.
Recommendations
  • Clearly indicate platform compatibility for each method (e.g., note that Azure PowerShell is available cross-platform via PowerShell Core, but CLI is more native for Linux/macOS).
  • Where PowerShell is the only supported method (e.g., record set level resource locks), explicitly state that this is a limitation and suggest alternatives or workarounds for Linux/macOS users.
  • Provide Bash or shell script equivalents for CLI examples, and ensure CLI examples are shown first or equally with PowerShell.
  • Add a section or note about installing and using Azure CLI and PowerShell on Linux/macOS, including links to official installation guides.
  • If possible, advocate for feature parity in Azure CLI for operations currently limited to PowerShell.
DNS Protecting DNS Zones and Records - Azure DNS ...blob/main/articles/dns/dns-protect-zones-recordsets.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides both Azure PowerShell and Azure CLI examples for most operations, but PowerShell is consistently presented first and in greater detail, reflecting a Windows-centric approach. Some advanced tasks, such as record set level resource locks, are only possible via Azure PowerShell, with no Azure CLI or Linux/macOS alternative. There is no mention of Linux-specific tools or shell scripting, and the use of PowerShell as the primary automation language may create friction for Linux/macOS users.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to avoid Windows-first bias.
  • Clearly indicate which operations are not supported in Azure CLI and provide suggested workarounds or alternatives for Linux/macOS users.
  • Add notes or links for Linux/macOS users on how to install and use Azure CLI and PowerShell Core cross-platform.
  • Where PowerShell is required, clarify that PowerShell Core is available for Linux/macOS and provide installation guidance.
  • Advocate for parity in Azure CLI functionality, especially for resource lock operations currently limited to PowerShell.
DNS How to unsign your Azure Public DNS zone ...ocs/azure-docs/blob/main/articles/dns/dnssec-unsign.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides step-by-step instructions for unsigning an Azure Public DNS zone using the Azure portal, Azure CLI, and PowerShell. The PowerShell example is given equal prominence to the CLI example, but PowerShell is a Windows-centric tool. The CLI example uses 'azurepowershell-interactive' as its code block type, which may be confusing for Linux/macOS users who expect 'bash' or 'sh'. There are no explicit Linux/macOS shell examples, and PowerShell is presented as a primary method, which may suggest a Windows bias.
Recommendations
  • Provide explicit Bash or shell examples for Azure CLI commands, using 'bash' or 'sh' code block types instead of 'azurepowershell-interactive'.
  • Clarify that Azure CLI commands work cross-platform (Windows, Linux, macOS) and provide any OS-specific notes if needed.
  • Reorder examples so that cross-platform tools (Azure CLI) are presented before Windows-specific tools (PowerShell).
  • Add a note that PowerShell Core is available on Linux/macOS, or provide links to installation instructions if PowerShell is required.
DNS Reverse DNS for Azure services - Azure DNS ...ain/articles/dns/dns-reverse-dns-for-azure-services.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation shows a notable Windows bias: Azure PowerShell examples are presented first and in detail, and Cloud Services reverse DNS configuration is only documented for PowerShell (no Azure CLI or Linux-native instructions). There are no explicit Linux/macOS shell examples (e.g., bash, zsh), and the use of PowerShell is assumed for key tasks, which may create friction for non-Windows users.
Recommendations
  • Provide bash/zsh/Linux-native shell examples for all CLI commands, especially for Cloud Services reverse DNS configuration.
  • Clarify which CLI tools are cross-platform and provide installation/use instructions for Linux/macOS.
  • If PowerShell is required, note that PowerShell Core is available cross-platform and provide usage examples for Linux/macOS.
  • Add explicit notes or sections for Linux/macOS users, including troubleshooting tips and environment setup guidance.
  • Where possible, offer parity in supported tooling (e.g., enable Azure CLI support for Cloud Services reverse DNS, or document REST API alternatives).