45
Total Pages
14
Linux-Friendly Pages
31
Pages with Bias
68.9%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

234 issues found
Showing 126-150 of 234 flagged pages
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/post-migration-changes.md ...ud-services-extended-support/post-migration-changes.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell and Visual Studio as primary tools for post-migration operations, with examples and links focused on PowerShell usage. There is a lack of explicit Linux or cross-platform CLI examples for key tasks such as retrieving deployment files and managing certificates. The mention of Visual Studio further reinforces a Windows-centric approach, and Linux-native tools or workflows are not discussed.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all resource management operations, especially for retrieving .csdef and .cscfg files.
  • Explicitly mention cross-platform compatibility for automation scripts and provide sample Bash or shell scripts where applicable.
  • Include instructions for certificate management using Azure CLI and REST API, highlighting Linux usage.
  • Reference editors and IDEs available on Linux (e.g., VS Code) for deployment file updates, rather than only Visual Studio.
  • Ensure that all migration and management steps are documented with both Windows and Linux workflows, and clarify tool availability on each platform.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/overview.md ...n/articles/cloud-services-extended-support/overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing Windows-centric tools and workflows. PowerShell and Visual Studio are mentioned as primary deployment methods, with no mention of Linux CLI equivalents (such as Azure CLI or Bicep). There are no Linux-specific examples or references to cross-platform tooling, and the ordering of deployment options consistently puts Windows tools before more neutral or cross-platform alternatives.
Recommendations
  • Include Azure CLI examples and documentation links alongside or before PowerShell for deployment and migration tasks.
  • Mention cross-platform tools such as Bicep and VS Code, which are widely used on Linux and macOS, in addition to Visual Studio.
  • Provide explicit Linux/macOS instructions or notes where relevant, ensuring parity in deployment and management workflows.
  • Reorder lists and options to avoid always placing Windows tools (PowerShell, Visual Studio) first, or clarify that all options are equally supported.
  • Add sample commands and scripts for both Windows and Linux environments to ensure inclusivity.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/cloud-services-model-and-package.md ...s-extended-support/cloud-services-model-and-package.md
High Priority View Details →
Scanned: 2026-01-08 00:53
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 exclusively referencing Windows tools (CSPack.exe, Microsoft Azure Command Prompt, Visual Studio, IIS7), providing only Windows command-line examples, and mentioning Windows-centric deployment methods (PowerShell, Visual Studio) before alternatives. There are no Linux-specific instructions, examples, or tool locations, nor is there guidance for packaging or deploying from Linux environments.
Recommendations
  • Include instructions and examples for packaging and deploying cloud services from Linux environments, such as using Azure CLI or cross-platform SDKs.
  • Document the location and usage of CSPack (or alternatives) on Linux and macOS, if available, or clarify its availability.
  • Provide parity in deployment examples, showing both PowerShell (Windows) and Azure CLI (cross-platform) commands.
  • Mention cross-platform editors and tools (e.g., VS Code, JetBrains Rider) alongside Visual Studio.
  • Clarify whether the service model and packaging can be managed entirely from Linux, and if not, provide guidance or alternatives.
  • Avoid referencing Windows-specific features (e.g., IIS7, Windows certificate stores) without noting Linux equivalents or limitations.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/extensions.md ...articles/cloud-services-extended-support/extensions.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by focusing on Windows-specific tools and patterns. Examples and instructions reference PowerShell cmdlets and Windows Defender, with no mention of Linux equivalents or support. The extensions described (Remote Desktop, Antimalware) are presented in a Windows-centric context, and deployment options prioritize Windows tools (PowerShell, Visual Studio) over Linux-friendly alternatives. There are no Linux-specific examples or guidance for configuring extensions on Linux-based cloud service roles.
Recommendations
  • Add explicit examples and instructions for configuring extensions on Linux-based cloud service roles, where supported.
  • Include Linux command-line alternatives (such as Azure CLI or Bash scripts) alongside PowerShell examples.
  • Mention Linux-compatible monitoring and security tools, if available, and clarify any platform limitations.
  • Ensure deployment instructions include Linux-friendly options (e.g., Azure CLI, ARM templates) and present them with equal prominence to Windows tools.
  • Clarify which extensions are Windows-only and provide guidance for Linux users on equivalent solutions or workarounds.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/override-sku.md ...ticles/cloud-services-extended-support/override-sku.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a bias toward Windows by providing a PowerShell example (which is Windows-centric) and referencing Windows tooling and patterns (PowerShell cmdlets) without offering equivalent Linux/CLI/bash examples. The PowerShell example is given before any cross-platform alternatives, and there is no mention of Azure CLI or bash scripting, which are commonly used on Linux and macOS. This may make it harder for Linux users to follow or apply the instructions.
Recommendations
  • Add Azure CLI examples for setting the allowModelOverride property, as Azure CLI is cross-platform and widely used on Linux.
  • Include bash or shell script samples where appropriate, to demonstrate parity for Linux users.
  • Explicitly mention cross-platform SDK usage, and clarify that the SDK example works on Linux, macOS, and Windows.
  • Reorder examples so that cross-platform tools (ARM template, Azure CLI, SDK) are presented before Windows-specific tools (PowerShell).
  • Note any platform-specific limitations or differences, if applicable, to help users choose the right tool for their environment.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/certificates-and-key-vault.md ...ervices-extended-support/certificates-and-key-vault.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as a primary method for creating Key Vaults, requiring certificates in .PFX format (commonly used in Windows environments), and mentioning deployment via Visual Studio and PowerShell before any Linux or cross-platform tools. There are no examples or instructions for Linux users (e.g., using Azure CLI, OpenSSL, or .PEM formats), and the documentation assumes familiarity with Windows-centric tools and workflows.
Recommendations
  • Add instructions and examples for creating and uploading certificates using Azure CLI and Bash, including .PEM format support.
  • Provide guidance for Linux users on generating .PFX files from .PEM/.CRT using OpenSSL.
  • Mention Linux and cross-platform deployment options (e.g., Azure CLI, Terraform) alongside PowerShell and Visual Studio.
  • Ensure that references to tools and workflows are presented in a platform-neutral order (e.g., 'Azure portal, Azure CLI, PowerShell, Visual Studio').
  • Include screenshots or command examples for Linux environments where relevant.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/enable-key-vault-virtual-machine.md ...s-extended-support/enable-key-vault-virtual-machine.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits Windows bias by focusing exclusively on the Key Vault VM extension for Windows, referencing Windows certificate stores, and omitting any mention of Linux support or examples. All configuration steps and code snippets are tailored to Windows environments, with no guidance for Linux users.
Recommendations
  • Clarify whether the Key Vault VM extension is supported on Linux VMs within Azure Cloud Services (extended support).
  • If Linux is supported, provide equivalent instructions and examples for Linux, including certificate management paths and extension settings.
  • Reference Linux certificate stores (e.g., /etc/ssl/certs) and relevant configuration properties.
  • Include links to documentation for Linux VM extensions and certificate handling.
  • If the extension is Windows-only, explicitly state this limitation at the beginning of the article.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/deploy-portal.md ...icles/cloud-services-extended-support/deploy-portal.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Powershell Heavy
Summary
The documentation page primarily describes deployment using the Azure portal, which is cross-platform. However, in the 'Related content' section, alternative deployment methods are listed as Azure PowerShell, ARM template, and Visual Studio—with PowerShell and Visual Studio being Windows-centric tools and mentioned before any Linux-friendly options. There is no explicit mention of Linux CLI tools (such as Azure CLI or Bash scripting), nor are Linux-specific examples or workflows provided.
Recommendations
  • Include Azure CLI instructions and links alongside PowerShell and Visual Studio, making clear that CLI is cross-platform.
  • List ARM template deployment before Windows-specific tools to avoid Windows-first ordering.
  • Add examples or links for deploying from Linux/macOS environments, such as using Bash or Azure CLI.
  • Explicitly state platform compatibility for each tool or method mentioned.
  • Provide parity in screenshots and instructions for Linux/macOS users where relevant.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/deploy-sdk.md ...articles/cloud-services-extended-support/deploy-sdk.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a bias towards Windows environments. Key management steps (creating and managing Key Vault certificates) are shown exclusively with PowerShell, which is native to Windows. The RDP extension is highlighted, which is primarily a Windows remote access technology. There are no Linux CLI, Bash, or cross-platform examples for certificate management, nor are Linux-friendly remote access alternatives (such as SSH) mentioned. Windows tools and patterns (PowerShell, RDP, Windows SDK naming) are presented first and exclusively, with no parity for Linux users.
Recommendations
  • Provide equivalent Azure CLI or Bash examples for Key Vault and certificate management steps, which are cross-platform and preferred by Linux users.
  • Mention and demonstrate SSH extensions or Linux-friendly remote access options in addition to RDP.
  • Clarify that PowerShell commands can be run on Linux via Azure PowerShell Core, or provide direct Linux shell alternatives.
  • Where SDK examples are given, note any OS-specific requirements or provide guidance for Linux environments (e.g., file paths, authentication).
  • Ensure that all steps (resource creation, configuration uploads, etc.) have Linux-compatible instructions and tooling.
  • Review related content and quickstart links to ensure Linux parity is maintained throughout the documentation set.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/available-sizes.md ...les/cloud-services-extended-support/available-sizes.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by exclusively providing PowerShell examples for listing available VM sizes, referencing Windows-centric tools (PowerShell, Visual Studio) in deployment instructions, and omitting equivalent Linux/CLI examples. The ordering of deployment options also places Windows tools before cross-platform alternatives.
Recommendations
  • Add Azure CLI examples for listing available VM sizes, which are cross-platform and commonly used on Linux.
  • Include instructions for deploying Cloud Services using the Azure CLI and/or ARM templates, with explicit Linux compatibility notes.
  • Reorder deployment options to present cross-platform tools (Azure portal, CLI, templates) before Windows-specific tools (PowerShell, Visual Studio).
  • Where PowerShell is used, provide equivalent Bash/CLI commands to ensure parity for Linux users.
  • Explicitly mention platform compatibility for each tool or example, helping users choose the best option for their environment.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/cloud-services-guestos-family-2-3-4-retirement.md ...port/cloud-services-guestos-family-2-3-4-retirement.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation is heavily focused on Windows environments, exclusively referencing Windows Server versions, PowerShell scripts, and Windows-centric tools (Visual Studio, .NET Framework). There are no examples or guidance for Linux-based guest OS families, nor mention of Linux migration paths or tools.
Recommendations
  • Include information about Linux-based guest OS families, if supported, and their retirement/migration status.
  • Provide equivalent examples using Azure CLI or Bash scripts for users on Linux or macOS.
  • Mention alternative development tools (e.g., VS Code, JetBrains Rider) and frameworks that are cross-platform.
  • Clarify whether Linux guest OS families are affected or provide a separate section for Linux users.
  • Ensure parity in migration guidance for both Windows and Linux workloads.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/enable-wad.md ...articles/cloud-services-extended-support/enable-wad.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong Windows bias by providing only PowerShell-based examples and commands for applying the Azure diagnostics extension. There are no Linux shell (Bash/CLI) equivalents, and the use of PowerShell and Windows-centric tools is presented exclusively and before any cross-platform alternatives. The ARM template section is platform-neutral, but all procedural guidance is Windows-focused.
Recommendations
  • Add Azure CLI examples for all PowerShell commands, showing how to perform the same tasks on Linux/macOS.
  • Include Bash shell scripts or command-line snippets where configuration files are downloaded or manipulated.
  • Explicitly mention cross-platform support and clarify which steps are OS-agnostic.
  • Reorder sections to present platform-neutral methods (ARM template, Azure CLI) before platform-specific ones.
  • Provide links to Linux/macOS setup guides for Azure diagnostics extension where relevant.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-csdef-webrole.md ...loud-services-extended-support/schema-csdef-webrole.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page for Azure Cloud Services (extended support) WebRole schema exhibits a strong Windows bias. The schema and examples are centered around IIS 7, ASP.NET, and Windows-centric concepts (e.g., certificate stores like 'LocalMachine', startup tasks using CMD files, and .NET assemblies). There are no Linux equivalents or examples provided, nor is there mention of Linux-based web servers or configuration patterns. Windows tools and terminology are used exclusively and referenced first throughout the document.
Recommendations
  • Add explicit notes about Linux support or lack thereof for WebRole, clarifying platform limitations.
  • If Linux support is available, provide equivalent examples using Linux web servers (e.g., Apache, Nginx) and Linux startup scripts (e.g., Bash).
  • Reference Linux certificate management approaches alongside Windows certificate store details.
  • Include guidance or links for deploying web applications on Linux-based roles, if supported.
  • Where possible, use platform-neutral terminology and highlight differences in implementation between Windows and Linux.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/configure-scaling.md ...s/cloud-services-extended-support/configure-scaling.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates Windows bias by prioritizing Windows-centric tools and workflows. Examples include referencing PowerShell and Visual Studio before Linux alternatives, using Windows-specific tabs in linked resources, and omitting explicit Linux CLI or cross-platform instructions for scaling operations. There are no Linux-specific examples or mentions of Linux tools (such as Bash or Azure CLI on Linux), and the workflow assumes familiarity with Windows environments.
Recommendations
  • Add explicit examples for scaling operations using Azure CLI on Linux and macOS.
  • Include Bash script examples alongside PowerShell instructions.
  • Reference cross-platform tools (such as Azure CLI) before or alongside Windows-specific tools like PowerShell and Visual Studio.
  • Ensure linked resources and quickstarts include Linux tabs or instructions.
  • Clarify that the Azure portal and Azure CLI are available on all major OS platforms, and provide parity in screenshots and step-by-step guides.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/deploy-prerequisite.md ...cloud-services-extended-support/deploy-prerequisite.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by frequently mentioning Windows-centric tools (PowerShell, Visual Studio) before or instead of Linux alternatives. PowerShell is listed as a primary method for creating resources, while Bash/Azure CLI is only mentioned secondarily or not at all in some cases. Visual Studio is referenced as a deployment tool with no mention of cross-platform IDEs. There are no explicit Linux shell or Bash examples, and no guidance for Linux users on equivalent workflows.
Recommendations
  • Provide Azure CLI (Bash) examples alongside or before PowerShell examples for all resource creation and management tasks.
  • Mention cross-platform IDEs (such as VS Code) and clarify which steps can be performed on Linux/macOS.
  • Explicitly state which tools and workflows are available on Linux/macOS and provide links to relevant documentation.
  • Avoid listing Windows tools (PowerShell, Visual Studio) first unless they are the only supported option; otherwise, present options in a neutral or platform-agnostic order.
  • Add sample commands and configuration steps for Linux users, especially for tasks like key vault creation, deployment, and package generation.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/swap-cloud-service.md .../cloud-services-extended-support/swap-cloud-service.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias in several ways: PowerShell is the only CLI tool mentioned for checking instance status, with no Bash, Azure CLI, or Linux-native alternatives provided. In the 'Next steps' section, PowerShell and Visual Studio (Windows-centric tools) are listed before ARM template and Azure portal, and there are no explicit Linux or cross-platform deployment examples. Throughout, Windows tools and patterns are referenced exclusively or before their Linux equivalents, and Linux users are not given parity in operational guidance.
Recommendations
  • Add Azure CLI and Bash examples for checking instance status and performing swaps, alongside PowerShell.
  • Explicitly mention cross-platform tools (e.g., Azure CLI, REST API via curl) in all procedural sections.
  • In 'Next steps', list deployment options in a neutral order and include Linux-friendly tools (e.g., Azure CLI, VS Code).
  • Where PowerShell is referenced, provide equivalent commands for Bash/Azure CLI to ensure Linux users can follow along.
  • Review all examples and instructions to ensure Linux users are not excluded or forced to adapt Windows-centric workflows.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/feature-support-analysis.md ...-services-extended-support/feature-support-analysis.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page exhibits subtle Windows bias. It references PowerShell as the method for enabling Azure Site Recovery, without mentioning CLI or Linux-native alternatives. The 'Mix operating systems' row highlights 'Limited Windows support' for CSES, but does not provide Linux-specific details or parity. There are no explicit Linux command-line examples or references to Linux tooling, and Windows is mentioned first in several contexts.
Recommendations
  • Where PowerShell is mentioned (e.g., Azure Site Recovery), also provide Azure CLI and/or REST API instructions, which are cross-platform and work natively on Linux.
  • Explicitly mention Linux support and limitations in relevant rows (e.g., 'Mix operating systems', 'In Guest Security Patching'), not just Windows.
  • Include examples or references for both Windows and Linux management scenarios, especially where automation or scripting is discussed.
  • Avoid listing Windows tools or patterns first unless there is a technical reason; present cross-platform options together or in neutral order.
  • Add links to Linux-specific documentation or best practices where appropriate.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/in-place-migration-technical-details.md ...tended-support/in-place-migration-technical-details.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing PowerShell as the primary command-line tool for migration operations, including retrying stuck operations and retrieving deployments. There are no examples or explicit mentions of Linux shell equivalents (such as Bash or Azure CLI commands run from Linux/macOS), and PowerShell is consistently mentioned before REST API or other cross-platform tools. The documentation does not provide Linux-specific guidance or parity in tooling examples.
Recommendations
  • Add Azure CLI (az) command examples alongside PowerShell for all operations, especially for migration, validation, abort, and commit steps.
  • Explicitly mention that Azure CLI and REST API can be used from Linux/macOS environments and provide sample commands.
  • Where PowerShell is referenced, clarify that it is available cross-platform, but also provide Bash/Azure CLI syntax for Linux users.
  • Include troubleshooting steps and examples for Linux users, such as how to retry operations using Azure CLI.
  • Review all tool references to ensure REST API, Azure CLI, and portal instructions are presented before or alongside PowerShell, not after.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-csdef-workerrole.md ...d-services-extended-support/schema-csdef-workerrole.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page for Azure Cloud Services (extended support) WorkerRole schema exhibits a Windows bias. It references Windows concepts and tools (e.g., certificate stores like 'CurrentUser', 'LocalMachine', and store names such as 'My', 'Root', etc.), and startup tasks are described in terms of CMD/batch files with ANSI encoding, which are Windows-specific. There are no examples or mentions of Linux equivalents, such as PEM certificate handling or shell scripts for startup tasks. The documentation implicitly assumes a Windows environment and does not provide guidance for Linux-based deployments.
Recommendations
  • Add explicit examples and documentation for Linux-based deployments, including how to handle certificates, environment variables, and startup tasks using Linux tools (e.g., shell scripts, .sh files, and Linux file system paths).
  • Mention Linux certificate storage and management practices alongside Windows certificate store references.
  • Clarify whether the WorkerRole schema and its features are supported on Linux-based Azure Cloud Services, and if so, provide parity in documentation for both platforms.
  • Where file formats or encoding are discussed (e.g., CMD files in ANSI), include Linux equivalents and note any differences in requirements or behavior.
  • Ensure that references to environment variables, file paths, and execution contexts are platform-agnostic or provide both Windows and Linux variants.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/in-place-migration-overview.md ...rvices-extended-support/in-place-migration-overview.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell-based instructions and examples, referencing Windows-centric tools (PowerShell, Visual Studio), and omitting explicit Linux or cross-platform CLI examples in key migration steps. The order of tool presentation often puts Windows tools first, and there is a lack of parity in showing how Linux users can perform the same actions, especially for resource registration and deployment.
Recommendations
  • Add explicit Azure CLI examples alongside PowerShell for all resource registration, deployment, and migration steps, ensuring parity for Linux/macOS users.
  • Include references to cross-platform editors (e.g., VS Code) and SDK usage on Linux/macOS, not just Visual Studio.
  • Reorder tool lists to present cross-platform options (CLI, SDK) before Windows-specific tools (PowerShell, Visual Studio) where possible.
  • Clearly indicate which instructions are platform-specific and provide alternatives for Linux/macOS users.
  • Where screenshots or images are shown, include examples from both Windows and Linux environments.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/schema-cscfg-networkconfiguration.md ...-extended-support/schema-cscfg-networkconfiguration.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page references PowerShell as a deployment method for reserved IPs, without mentioning Linux equivalents such as Azure CLI or Bash. No Linux-specific tools or examples are provided, and the only tooling mentioned is Windows-centric. This may make it harder for Linux users to understand or follow deployment steps.
Recommendations
  • Add equivalent Linux deployment instructions using Azure CLI or Bash scripts wherever PowerShell is mentioned.
  • Include examples or references for managing network configuration using cross-platform tools.
  • Explicitly state that both Windows and Linux users can perform these tasks, and provide links to Linux-friendly documentation.
  • Avoid assuming PowerShell as the default automation tool; mention alternatives in parallel.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/states.md ...ain/articles/cloud-services-extended-support/states.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page lists deployment options for Azure Cloud Services (extended support) with a clear emphasis on Windows-centric tools and workflows. PowerShell and Visual Studio are mentioned explicitly as deployment methods, both of which are primarily Windows tools. There is no mention of Linux-native tools (such as Azure CLI or Bash scripting), nor are there examples or guidance for Linux users. The ordering of deployment options puts Windows tools before any cross-platform alternatives.
Recommendations
  • Add deployment instructions and examples using Azure CLI, which is cross-platform and widely used on Linux.
  • Include Bash or shell script examples for common operations, alongside PowerShell.
  • Mention Visual Studio Code as an alternative to Visual Studio, as it is cross-platform.
  • Reorder deployment options to list cross-platform tools (Azure portal, Azure CLI, templates) before Windows-specific tools.
  • Explicitly state Linux compatibility where relevant, and provide links to Linux-specific documentation or troubleshooting guides.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/available-sizes.md ...les/cloud-services-extended-support/available-sizes.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell examples for retrieving VM sizes, referencing Windows-centric tools (PowerShell, Visual Studio), and omitting equivalent Linux/CLI/bash examples. The deployment options also list PowerShell and Visual Studio before mentioning templates, with no mention of Azure CLI or Linux-native workflows.
Recommendations
  • Add equivalent Azure CLI (az) and/or Bash examples alongside PowerShell scripts for listing available VM sizes.
  • Explicitly mention and provide examples for Linux users, such as using Azure CLI on Linux or macOS.
  • In the 'Next steps' section, list cross-platform tools (e.g., Azure CLI, ARM/Bicep templates) before or alongside Windows-specific tools like PowerShell and Visual Studio.
  • Where possible, clarify that the service definition file and deployment process are OS-agnostic, and provide links to Linux/macOS documentation if available.
  • Consider including a table or section that maps common Windows tools/workflows to their Linux equivalents for Azure Cloud Services (extended support).
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/cloud-services-guestos-family-2-3-4-retirement.md ...port/cloud-services-guestos-family-2-3-4-retirement.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools Powershell Heavy
Summary
The documentation is heavily Windows-centric, focusing exclusively on Windows Server OS families, Windows-based configuration files, and PowerShell scripts. There are no references to Linux-based guest OS families, tools, or migration paths. All examples and recommendations assume a Windows environment, with no parity for Linux users.
Recommendations
  • Include information about Linux-based guest OS families, if supported by Azure Cloud Services, and clarify if this retirement notice is Windows-only.
  • Provide equivalent command-line examples using Azure CLI (cross-platform) or Bash scripts, not just Azure PowerShell.
  • Mention migration or support options for Linux workloads, if applicable, or explicitly state that the guidance is only relevant for Windows-based services.
  • Balance references to development tools (e.g., mention VS Code or cross-platform SDKs, not just Visual Studio for Windows).
  • Clarify in the introduction whether Linux users are affected or not, to avoid confusion.
Cloud Services Extended Support https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/cloud-services-extended-support/cloud-services-guestos-update-matrix.md ...tended-support/cloud-services-guestos-update-matrix.md
High Priority View Details →
Scanned: 2025-07-13 21:37
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
Windows Only 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exclusively covers Windows Server-based Guest OS families (Windows Server 2022, 2019, 2016, 2012 R2, 2012, 2008 R2 SP1) and their release history for Azure Cloud Services. There is no mention of Linux-based Guest OSes, no Linux configuration strings, and no Linux-specific guidance or parity. All references, examples, and recommendations (e.g., Visual Studio, .NET Framework, RDP) are Windows-centric, with no acknowledgment of Linux alternatives or support.
Recommendations
  • Clearly state in the introduction whether Linux-based Cloud Services Guest OSes are supported or not. If not, explain why.
  • If Linux-based Guest OSes are supported for Cloud Services, add equivalent release tables, configuration strings, and update processes for major Linux distributions (e.g., Ubuntu, CentOS, Red Hat).
  • Provide Linux-specific guidance for SDK compatibility, update processes, and management tools (e.g., using Azure CLI, SSH, Linux package managers).
  • Include references to Linux tools and patterns (such as SSH instead of RDP, or using VS Code/JetBrains IDEs in addition to Visual Studio).
  • If only Windows is supported, make this explicit at the top of the page to avoid confusion for Linux users.