32
Total Pages
25
Linux-Friendly Pages
7
Pages with Bias
21.9%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

26 issues found
Showing 1-25 of 26 flagged pages
Ddos Protection Azure DDoS Protection Overview ...n/articles/ddos-protection/ddos-protection-overview.md
High Priority View Details →
Scanned: 2026-01-11 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 Windows bias primarily by referencing Azure PowerShell for configuration tasks (specifically for DDoS IP Protection) and omitting equivalent Linux or cross-platform CLI examples. The only explicit tool mentioned for enabling DDoS IP Protection is Azure PowerShell, which is most commonly used on Windows, and there is no mention of Azure CLI or Bash alternatives. This prioritizes Windows tooling and may exclude or inconvenience Linux users.
Recommendations
  • Add Azure CLI (az) examples for all configuration tasks, especially for enabling DDoS IP Protection, alongside or before PowerShell examples.
  • Explicitly mention that Azure CLI is cross-platform and provide links to relevant CLI documentation.
  • Ensure that quickstart and how-to guides include both PowerShell and CLI/Bash instructions, or clearly indicate platform parity.
  • Review referenced quickstart pages to confirm Linux-friendly instructions are present and visible.
  • Avoid language that implies PowerShell is the primary or only method; present CLI and portal options equally.
Ddos Protection Partnering with Azure DDoS Protection .../ddos-protection/ddos-protection-partner-onboarding.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation references integration via Azure portal, APIs, CLI, and PowerShell, listing PowerShell explicitly and omitting mention of Linux-specific tools or shells (e.g., Bash). There are no examples or guidance for Linux users, and the ordering of tools puts PowerShell (a Windows-centric tool) before any Linux equivalents. No Linux-specific patterns, commands, or considerations are provided.
Recommendations
  • Explicitly mention Bash and Azure CLI usage on Linux alongside PowerShell, ensuring parity in instructions.
  • Provide step-by-step examples for both PowerShell and Bash/Azure CLI, showing how to create and manage DDoS Protection resources on Linux.
  • Clarify that Azure CLI is cross-platform and provide links or notes for Linux installation and usage.
  • Avoid listing PowerShell before CLI/Bash unless contextually justified; consider grouping cross-platform tools together.
  • Add troubleshooting and integration notes relevant to Linux environments.
Ddos Protection Azure DDoS Protection Overview ...n/articles/ddos-protection/ddos-protection-overview.md
High Priority View Details →
Scanned: 2026-01-10 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 Windows bias primarily in its quickstart guidance for enabling DDoS IP Protection, which references Azure PowerShell specifically and does not mention or provide equivalent instructions for Linux users (e.g., Azure CLI or Bash). The only explicit tool-based example is for PowerShell, with no parity for Linux command-line tools. This may lead Linux users to feel unsupported or unclear about how to perform these tasks on their platform.
Recommendations
  • Add equivalent Azure CLI (cross-platform) instructions and links alongside PowerShell examples for enabling DDoS IP Protection.
  • Ensure that quickstart and configuration guides mention both Windows and Linux workflows/tools, or use platform-neutral instructions where possible.
  • Review all referenced quickstart and configuration pages to verify Linux parity and update them to include Bash/CLI examples.
  • Explicitly state that Azure CLI is supported on both Windows and Linux, and provide links to installation and usage guides.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-overview.md ...n/articles/ddos-protection/ddos-protection-overview.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits Windows bias primarily in its example and quickstart references. The 'Quickstart: Create and configure Azure DDoS IP Protection' explicitly directs users to a PowerShell-based guide, which is a Windows-centric tool, without mentioning or linking to equivalent Linux/CLI instructions. There is no mention of Bash, Azure CLI, or cross-platform scripting alternatives, and Windows/PowerShell tooling is presented first and exclusively in the context of enabling DDoS IP Protection.
Recommendations
  • Provide equivalent Azure CLI (az) instructions for enabling and managing DDoS IP Protection, ensuring Linux and macOS users have clear guidance.
  • Reference both PowerShell and CLI guides in quickstart and how-to sections, or link to a platform-agnostic guide.
  • Explicitly mention cross-platform support and tools in relevant sections, clarifying that Azure management can be performed from Linux, macOS, and Windows.
  • Add examples and screenshots for Linux terminal usage where appropriate, alongside PowerShell examples.
  • Review other referenced guides (such as manage-ddos-protection-powershell-ip.md) to ensure Linux parity and update links to include CLI alternatives.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-partner-onboarding.md .../ddos-protection/ddos-protection-partner-onboarding.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation mentions integration via Azure portal, APIs, CLI, and PowerShell, but does not provide any examples or guidance for Linux-specific tools or workflows. PowerShell is highlighted as a primary integration method, which is traditionally Windows-centric. There are no explicit Linux command-line examples or references to Bash, Azure CLI usage on Linux, or Linux-native patterns. The ordering also places PowerShell before any mention of cross-platform CLI, suggesting a Windows-first approach.
Recommendations
  • Add explicit examples for Azure CLI usage on Linux, including command-line instructions for common integration tasks.
  • Clarify that Azure CLI is cross-platform and provide sample commands for both Windows (PowerShell) and Linux (Bash).
  • Reorder integration method mentions to list Azure CLI before PowerShell, emphasizing cross-platform parity.
  • Include references to Linux-native tools and workflows where applicable, such as Bash scripts for automation.
  • Ensure that technical guides and onboarding documentation contain both Windows and Linux examples for all steps.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-partner-onboarding.md .../ddos-protection/ddos-protection-partner-onboarding.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates Windows bias by listing PowerShell as a primary integration method alongside Azure portal, APIs, and CLI, but does not provide explicit Linux or cross-platform examples. The mention of PowerShell is not balanced by equivalent Linux shell (bash/az CLI) examples or guidance. There are no references to Linux-specific tools or patterns, and the integration steps do not clarify parity between Windows and Linux environments.
Recommendations
  • Add explicit examples using Azure CLI (az) commands for all integration steps, ensuring Linux users have clear guidance.
  • Clarify that all integration steps can be performed on Linux, macOS, and Windows, and provide platform-agnostic instructions.
  • Include links to cross-platform tooling documentation, such as Azure CLI installation and usage guides for Linux.
  • Avoid listing PowerShell before or without mentioning Azure CLI, or provide both examples side-by-side.
  • Where PowerShell is mentioned, add equivalent bash/az CLI commands for Linux users.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-overview.md ...n/articles/ddos-protection/ddos-protection-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
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 primarily through its example and quickstart links. The DDoS IP Protection quickstart explicitly references Azure PowerShell, which is most commonly associated with Windows environments, and does not mention or provide equivalent instructions for Linux users (e.g., using Azure CLI or Bash). There are no Linux-specific examples, nor is there mention of cross-platform tools in the configuration sections. Windows-centric tools and patterns are referenced before any Linux alternatives, if at all.
Recommendations
  • Provide equivalent quickstart guides for Linux users, such as instructions using Azure CLI or Bash scripts.
  • When referencing PowerShell, also mention Azure CLI as an alternative and link to relevant documentation.
  • Ensure that configuration examples and walkthroughs include both Windows (PowerShell) and Linux (CLI/Bash) options.
  • Review all documentation links to ensure Linux parity and add cross-platform notes where appropriate.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-overview.md ...n/articles/ddos-protection/ddos-protection-overview.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows/Powershell bias by explicitly referencing Azure PowerShell for enabling DDoS IP Protection, while not mentioning or providing equivalent instructions for Linux users (e.g., Azure CLI, Bash, or ARM templates). There are no Linux/Unix-specific examples or parity in tooling guidance, and the only command-line example referenced is PowerShell.
Recommendations
  • Provide parallel instructions and quickstarts for enabling DDoS IP Protection using Azure CLI (az), which is cross-platform and commonly used on Linux.
  • When referencing PowerShell, always mention or link to equivalent Azure CLI or REST API documentation.
  • Avoid implying that PowerShell is the primary or only supported method for configuration; instead, present both Windows and Linux-friendly options side by side.
  • Include explicit examples or links for Linux/macOS users, especially in sections that currently reference only PowerShell.
  • Consider a 'Choose your platform' approach in quickstart and configuration sections, allowing users to select their preferred environment (Azure Portal, PowerShell, Azure CLI, ARM/Bicep, etc.).
Ddos Protection Azure DDoS Protection Overview ...n/articles/ddos-protection/ddos-protection-overview.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias primarily in the section describing DDoS IP Protection, where enabling the feature is linked specifically to a PowerShell-based guide. No equivalent Linux or cross-platform CLI (such as Azure CLI or Bash) instructions are referenced. This prioritizes Windows tooling and may create friction for Linux/macOS users who do not use PowerShell.
Recommendations
  • Provide equivalent instructions for enabling DDoS IP Protection using Azure CLI, which is cross-platform and widely used on Linux/macOS.
  • Reference both PowerShell and CLI guides in the relevant sections, or link to a general 'how to enable' page that covers all platforms.
  • Ensure that examples and quickstarts are not exclusively Windows/PowerShell-based, and present Linux/macOS options with equal prominence.
Ddos Protection Tutorial: Configure Azure DDoS Protection diagnostic logging alerts ...les/ddos-protection/ddos-diagnostic-alert-templates.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 documentation exclusively describes configuration steps using the Azure Portal web interface and Resource Manager templates, with no mention of command-line alternatives (such as Azure CLI, PowerShell, or Bash). While this avoids explicit Windows-only tooling, it implicitly favors Windows users by referencing the Azure Portal, which is most commonly accessed from Windows environments. There are no Linux/macOS-specific instructions, nor are cross-platform command-line examples provided.
Recommendations
  • Add Azure CLI examples for creating and managing diagnostic logging alerts, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • If PowerShell is relevant, provide equivalent Bash or Azure CLI commands for Linux/macOS users.
  • Explicitly state that all steps can be performed from any OS via the Azure Portal, and mention browser compatibility.
  • Include troubleshooting or tips for Linux/macOS users where UI or template deployment may differ.
Ddos Protection Tutorial: Configure Azure DDoS Protection diagnostic logging alerts ...les/ddos-protection/ddos-diagnostic-alert-templates.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 exclusively describes configuration using the Azure Portal and 'Deploy to Azure' templates, which are platform-agnostic but visually and procedurally aligned with Windows-centric workflows. There are no CLI, PowerShell, or Bash examples, nor any mention of Linux/macOS-specific tools or guidance. The screenshots and instructions implicitly assume use of a graphical browser, which is more common on Windows, and do not provide parity for users who prefer or require command-line automation (common on Linux/macOS).
Recommendations
  • Add equivalent instructions for configuring DDoS diagnostic alerts using Azure CLI and/or Azure PowerShell, with explicit examples for Bash (Linux/macOS) and PowerShell (Windows).
  • Include links to documentation for automating these tasks via CLI or ARM templates outside the portal.
  • Provide notes or sections for headless/server environments where GUI access is limited.
  • Ensure screenshots and examples do not assume a specific OS or browser.
Ddos Protection Azure DDoS Protection Overview ...n/articles/ddos-protection/ddos-protection-overview.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing Azure PowerShell specifically for enabling DDoS IP Protection, without mentioning or providing equivalent instructions for Linux/macOS users (e.g., Azure CLI or REST API). The only quickstart link for DDoS IP Protection is PowerShell-specific, and no Linux-friendly alternatives are offered. Additionally, Windows tooling is mentioned before any cross-platform or Linux-native tools.
Recommendations
  • Add equivalent instructions and quickstart links for enabling DDoS IP Protection using Azure CLI, which is cross-platform and widely used on Linux/macOS.
  • Explicitly mention REST API or ARM template options for users who prefer platform-agnostic automation.
  • Ensure that examples and tooling references are presented in a platform-neutral order, or provide both Windows and Linux/macOS options side-by-side.
  • Review other referenced quickstarts and guides to confirm Linux parity in all procedural documentation.
Ddos Protection QuickStart: Create and configure Azure DDoS IP Protection - Azure portal ...es/ddos-protection/manage-ddos-ip-protection-portal.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively uses the Azure portal UI for all instructions and examples, which is platform-agnostic in theory but in practice is more commonly associated with Windows environments. There are no CLI, PowerShell, or Bash examples, nor are Linux-specific tools or workflows mentioned. The absence of command-line instructions (such as Azure CLI or Bash) means Linux users do not see parity in guidance, and the documentation implicitly assumes a graphical, Windows-like workflow.
Recommendations
  • Add equivalent instructions for enabling and managing DDoS IP Protection using Azure CLI and/or Azure PowerShell, with explicit Bash examples for Linux users.
  • Include notes or sections highlighting how Linux users can perform these tasks from the command line, and provide sample commands.
  • Mention cross-platform compatibility of the Azure portal and clarify that all steps can be performed from any OS with a supported browser.
  • Where possible, provide screenshots or examples from Linux environments (e.g., using Firefox on Ubuntu) to visually reinforce parity.
Ddos Protection QuickStart: Create and configure Azure DDoS IP Protection - ARM template .../ddos-protection/manage-ddos-ip-protection-template.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation consistently presents PowerShell (Windows-centric) examples before Azure CLI (cross-platform) examples in all code tabs and output sections. PowerShell is given equal or greater prominence than CLI, despite CLI being more universally applicable across Linux and macOS. There are no Linux-specific instructions, nor is Bash scripting or Linux terminal usage mentioned. The workflow and screenshots are portal-based and do not show OS-specific tools, but the ordering and emphasis favor Windows/PowerShell users.
Recommendations
  • Present Azure CLI examples before PowerShell in all code tabs and output sections, as CLI is cross-platform and preferred for Linux users.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide guidance for running CLI in Bash or native Linux terminals.
  • Add a note or section for Linux users, e.g., how to install Azure CLI on Linux, or how to use Bash scripts for automation.
  • Where possible, include screenshots or instructions that show CLI usage in a Linux terminal (not just Cloud Shell or portal).
  • Review all quickstarts and tutorials for similar ordering and ensure Linux parity in example prominence and instructions.
Ddos Protection QuickStart: Create and configure Azure DDoS IP Protection - Azure portal ...es/ddos-protection/manage-ddos-ip-protection-portal.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively uses the Azure portal GUI for all instructions, which is platform-neutral in theory, but in practice, the Azure portal experience is most closely aligned with Windows environments and workflows. There are no CLI, PowerShell, or Bash examples, nor any mention of Linux-specific tools or workflows. This omission can disadvantage Linux users who may prefer or require command-line instructions or automation.
Recommendations
  • Add equivalent instructions using Azure CLI (az commands), which are cross-platform and widely used on Linux.
  • Include PowerShell examples if relevant, but ensure Azure CLI examples are presented first or alongside them.
  • Explicitly mention that all steps can be performed from any OS via the portal, but provide links to CLI documentation for automation and Linux parity.
  • Add a section on how to perform these tasks using Bash scripts or from a Linux terminal, if possible.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/manage-ddos-ip-protection-portal.md ...es/ddos-protection/manage-ddos-ip-protection-portal.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively uses the Azure portal UI for all instructions, which is platform-agnostic in theory but in practice is most commonly accessed from Windows environments. There are no CLI, PowerShell, or Bash examples provided, and no mention of Linux-specific tools or workflows. The absence of command-line instructions (such as Azure CLI or Bash) means Linux users do not see parity in guidance, and the documentation implicitly prioritizes GUI workflows typical of Windows users.
Recommendations
  • Add Azure CLI examples for each major step (creating public IP, enabling/disabling DDoS IP Protection, validating status, and cleaning up resources).
  • Include Bash script snippets for Linux users where appropriate.
  • Explicitly mention that the Azure portal is accessible from any OS and provide links to CLI documentation for cross-platform usage.
  • Add a section comparing portal, CLI, and PowerShell workflows, and link to relevant Linux-friendly documentation.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/manage-ddos-protection-terraform.md ...es/ddos-protection/manage-ddos-protection-terraform.md
Medium Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides verification steps for both Azure CLI and Azure PowerShell, but presents Azure CLI instructions first, followed by Azure PowerShell. While Azure CLI is cross-platform, Azure PowerShell is primarily associated with Windows environments. No explicit Linux shell examples (e.g., bash) or Linux-specific troubleshooting are provided, but the use of Azure CLI does offer Linux compatibility. There is a slight Windows bias due to the inclusion and prominence of PowerShell instructions.
Recommendations
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and provide explicit bash shell examples where appropriate.
  • Add troubleshooting or verification steps specific to Linux environments (e.g., using bash scripting, environment variables).
  • Consider including a note or section for Linux users, highlighting any OS-specific considerations when running Terraform or Azure CLI.
  • If PowerShell is included, balance with equivalent bash or shell script examples for Linux users.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/manage-ddos-protection-terraform.md ...es/ddos-protection/manage-ddos-protection-terraform.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides verification steps for both Azure CLI and Azure PowerShell, but lists Azure CLI first. However, the PowerShell example is included in parity. No explicit Windows-only tools or patterns are used, and Linux equivalents are present (Azure CLI). There are no missing Linux examples, but the inclusion of PowerShell may signal a slight Windows bias, especially if PowerShell is not as commonly used on Linux platforms.
Recommendations
  • Clarify that Azure CLI commands work cross-platform (Windows, Linux, macOS) and are recommended for Linux users.
  • Explicitly mention platform compatibility for both Azure CLI and PowerShell, noting that PowerShell Core is available on Linux but Azure PowerShell is more common on Windows.
  • Consider listing Azure CLI as the default or primary example, with PowerShell as an alternative, to better reflect cross-platform usage.
  • Add a short note for Linux users confirming that all steps (including Terraform and Azure CLI) are fully supported on Linux.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/manage-ddos-ip-protection-portal.md ...es/ddos-protection/manage-ddos-ip-protection-portal.md
Medium Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively uses the Azure portal GUI for all instructions, which is platform-neutral in theory, but in practice, the Azure portal is most commonly accessed from Windows environments and the documentation does not mention or provide any CLI, PowerShell, Bash, or Linux-native tooling examples. There are no references to Linux-specific workflows or parity for users who prefer command-line or automation approaches, which are more common in Linux environments.
Recommendations
  • Add equivalent instructions using Azure CLI (az commands), which are cross-platform and widely used in Linux environments.
  • Include examples for PowerShell and Bash where applicable, ensuring both Windows and Linux users have clear guidance.
  • Explicitly mention that the Azure portal can be accessed from any OS, and provide links to CLI documentation for users who prefer non-GUI workflows.
  • Consider adding a section comparing portal, CLI, and automation options for managing DDoS IP Protection, highlighting platform parity.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-reference-architectures.md ...-protection/ddos-protection-reference-architectures.md
Medium Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing detailed reference architectures and links specifically for Windows virtual machines and Windows N-tier applications, while Linux is only mentioned in passing. There are no equivalent Linux-specific examples, diagrams, or reference links, despite the mention of 'Windows/Linux' workloads. The focus on Windows architectures without Linux parity may leave Linux users underserved.
Recommendations
  • Add explicit Linux-based reference architectures, including diagrams and detailed explanations, similar to those provided for Windows.
  • Include links to Linux-specific Azure architecture guides (e.g., 'Linux N-tier application on Azure').
  • Where 'Windows/Linux' is mentioned, ensure both platforms are equally represented with examples and guidance.
  • Review all sections to ensure Linux is not just mentioned but actively supported with actionable content.
  • If certain features or architectures are Windows-only, clearly state this and provide alternative recommendations for Linux users.
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/ddos-protection-reference-architectures.md ...-protection/ddos-protection-reference-architectures.md
Medium Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation consistently presents Windows-focused examples and reference architectures, particularly in the 'Virtual machine (Windows/Linux) workloads' section. While the section heading mentions both Windows and Linux, all detailed examples, diagrams, and links are specific to Windows (e.g., 'Windows N-tier application on Azure'). There are no Linux-specific reference architectures, diagrams, or links provided, and Linux is not equally represented in the scenarios or guidance.
Recommendations
  • Add parallel Linux-specific reference architectures and diagrams, such as 'Linux N-tier application on Azure', with equivalent depth and detail.
  • Include links to Linux-focused Azure architecture documentation where available.
  • Ensure that examples and best practices are presented for both Windows and Linux workloads, or use neutral, OS-agnostic language and diagrams where possible.
  • Where both Windows and Linux are supported, explicitly mention and illustrate both, rather than only referencing Windows.
  • Review and update headings and content to avoid implying parity where it does not exist (e.g., do not mention 'Windows/Linux' if only Windows is detailed).
Ddos Protection https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/ddos-protection/manage-ddos-ip-protection-template.md .../ddos-protection/manage-ddos-ip-protection-template.md
Medium Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides both Azure PowerShell and Azure CLI examples for managing resources, but consistently presents PowerShell (a Windows-centric tool) before CLI in all code tabs and output sections. There are no Linux-specific instructions, nor is there mention of running CLI commands in a native Linux shell, though Azure CLI is cross-platform. The documentation implicitly prioritizes Windows/PowerShell workflows.
Recommendations
  • Alternate the order of PowerShell and CLI tabs, or present CLI examples first to avoid implicit prioritization of Windows tools.
  • Explicitly mention that Azure CLI commands can be run on Linux, macOS, and Windows, and provide example shell prompts (e.g., bash) for Linux users.
  • Add a brief section or note highlighting cross-platform support and how to use Azure CLI in native Linux environments.
  • Where possible, include screenshots or instructions that reflect both Windows and Linux environments (e.g., terminal screenshots, shell prompts).
Ddos Protection QuickStart: Create and configure Azure DDoS IP Protection - ARM template .../ddos-protection/manage-ddos-ip-protection-template.md
Low 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 presents both Azure PowerShell and Azure CLI examples for all command-line steps, but PowerShell is consistently shown first in each tabbed example section. This ordering subtly prioritizes Windows tooling, even though Azure CLI is cross-platform and preferred by many Linux/macOS users. No Linux-specific tools or shell patterns (e.g., Bash) are mentioned, and screenshots and instructions are generic to the Azure Portal, which is platform-agnostic.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI first to reflect its cross-platform nature.
  • Explicitly mention that Azure CLI works on Linux/macOS/Windows, and link to installation guides for all platforms.
  • Add a brief note for Linux/macOS users clarifying that PowerShell examples are optional and CLI is fully supported.
  • Consider including Bash script snippets or references for users automating deployments on Linux.
Ddos Protection QuickStart: Create and configure Azure DDoS Network Protection using Terraform ...es/ddos-protection/manage-ddos-protection-terraform.md
Low 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 provides verification steps using both Azure CLI and Azure PowerShell, but the PowerShell example is given equal prominence and detail as the CLI example. While Azure CLI is cross-platform, PowerShell is primarily associated with Windows, and no Linux/macOS-specific shell examples (e.g., Bash) are provided. The order of tabs places Azure CLI first, but the presence of PowerShell may create a subtle Windows bias.
Recommendations
  • Clarify that Azure CLI commands work on Windows, Linux, and macOS.
  • Add explicit Bash shell examples for Linux/macOS users, especially for variable assignment and command usage.
  • Note that PowerShell is available cross-platform, but most Linux/macOS users will use Bash.
  • Consider adding a table or section comparing usage on different operating systems.
Ddos Protection QuickStart: Create and configure Azure DDoS IP Protection - ARM template .../ddos-protection/manage-ddos-ip-protection-template.md
Low 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 presents both Azure PowerShell and Azure CLI examples for all command-line operations, but PowerShell examples and outputs are consistently shown before CLI equivalents. This ordering subtly prioritizes Windows tooling and patterns, which may create friction for Linux/macOS users who typically use Azure CLI. No sections are Windows-only, and Linux users can complete all tasks using the provided CLI commands.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI examples first to better reflect cross-platform usage.
  • Explicitly mention that Azure CLI is cross-platform and preferred for Linux/macOS users.
  • Consider adding a short note at the start of command sections clarifying tool parity and platform compatibility.
  • Ensure screenshots and instructions do not implicitly assume Windows usage (e.g., avoid PowerShell-specific UI elements).
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