Redis

69
Total Pages
42
Linux-Friendly Pages
27
Pages with Bias
39.1%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

144 issues found
Showing 26-50 of 144 flagged pages
Redis Configure active geo-replication for Azure Managed Redis instances ...b/main/articles/redis/how-to-active-geo-replication.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 provides both Azure CLI and PowerShell examples for configuring active geo-replication, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and no Linux-specific shell (e.g., Bash) or scripting examples are provided. There are no explicit Linux or cross-platform command-line environment notes, and the PowerShell section is not marked as Windows-only. Additionally, the documentation refers to the Azure portal and tools without clarifying cross-platform compatibility, which may implicitly favor Windows users.
Recommendations
  • Clearly indicate that Azure CLI is cross-platform and preferred for Linux/macOS users, while PowerShell is primarily for Windows (unless using PowerShell Core).
  • Provide Bash shell script examples alongside Azure CLI commands to demonstrate usage in typical Linux environments.
  • Add explicit notes about the cross-platform nature of Azure CLI and clarify PowerShell's platform compatibility.
  • Consider including a table or section summarizing which tools are available/supported on Windows, Linux, and macOS.
  • Wherever PowerShell is mentioned, add a note or link to PowerShell Core for non-Windows users, or clarify if the cmdlets are available in PowerShell Core.
  • Ensure that portal instructions do not assume a Windows environment (e.g., avoid references to Windows-specific UI conventions).
GitHub Create Pull Request
Redis Configure data persistence - Azure Managed Redis ...re-docs/blob/main/articles/redis/how-to-persistence.md
High Priority View Details →
Scanned: 2026-01-10 00:00
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 providing detailed PowerShell examples before Azure CLI examples, mentioning PowerShell scripting for automation, and omitting any Linux-specific shell (bash) or scripting examples. There is no mention of Linux tools or patterns, and no explicit parity guidance for Linux users.
Recommendations
  • Add bash shell examples for all CLI commands, showing usage on Linux/macOS.
  • Include guidance or sample scripts for automating exports using bash or other Linux-native tools.
  • When mentioning scripting, refer to both PowerShell and bash (e.g., 'automated scripts using PowerShell or bash/Azure CLI').
  • Present Azure CLI examples before PowerShell, or side-by-side, to avoid Windows-first ordering.
  • Explicitly state that Azure CLI works cross-platform and provide any OS-specific notes if relevant.
GitHub Create Pull Request
Redis Migrate to Azure Managed Redis ...cs/blob/main/articles/redis/migrate/migration-guide.md
High Priority View Details →
Scanned: 2026-01-10 00:00
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 referencing PowerShell cmdlets (Export/Import), mentioning AzCopy (primarily a Windows tool), and providing no Linux-specific or cross-platform CLI examples. Windows tools and patterns are mentioned before any Linux alternatives, and there are no bash, shell, or Linux-native instructions for migration steps.
Recommendations
  • Add equivalent Linux CLI examples for exporting and importing data, such as using Azure CLI or REST API.
  • Include instructions for copying RDB files using standard Linux tools (e.g., scp, rsync) alongside AzCopy.
  • Mention cross-platform alternatives to PowerShell cmdlets, such as Azure CLI commands.
  • Ensure all migration steps include both Windows and Linux workflows, with clear parity in documentation.
  • Explicitly state platform requirements or compatibility for each tool mentioned.
GitHub Create Pull Request
Redis Azure Managed Redis with Azure Private Link ...cs/azure-docs/blob/main/articles/redis/private-link.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 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by presenting Azure PowerShell examples before Azure CLI examples, referencing PowerShell-specific commands and patterns, and using terminology and tooling most familiar to Windows users. The Azure portal instructions are also Windows-centric, as the portal is most commonly accessed from Windows environments. There is no mention of Linux-specific tools, shell environments, or alternative workflows that might be more familiar to Linux users. While Azure CLI is cross-platform, its examples are secondary to PowerShell, and there are no explicit Bash or Linux shell script examples.
Recommendations
  • Present Azure CLI examples before PowerShell examples, as CLI is cross-platform and preferred by many Linux users.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide Bash script examples where appropriate.
  • Include instructions or references for using the Azure portal from Linux and macOS environments, such as browser compatibility or CLI-based alternatives.
  • Avoid Windows-centric terminology (e.g., 'PowerShell script') as the default; use 'script' or 'command' unless the example is truly Windows-only.
  • Add troubleshooting and FAQ sections that address common issues for Linux users, such as DNS resolution or network configuration differences.
  • Where possible, provide parity in examples and workflows for both Windows and Linux users, ensuring neither is prioritized over the other.
GitHub Create Pull Request
Redis Deploy Azure Cache for Redis by using Azure Resource Manager template .../blob/main/articles/redis/redis-cache-arm-provision.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 demonstrates a Windows bias by presenting Azure PowerShell examples before Azure CLI, using PowerShell for resource cleanup, and omitting explicit Linux shell (bash) or cross-platform instructions. The deployment and cleanup steps favor PowerShell, which is more common on Windows, and do not provide parity for Linux users.
Recommendations
  • Provide bash/Linux shell examples for all deployment and cleanup steps alongside PowerShell.
  • Present Azure CLI examples before or alongside PowerShell, as CLI is cross-platform.
  • Include notes or tabs indicating which commands are suitable for Windows, Linux, or macOS.
  • For resource cleanup, show both PowerShell and bash/CLI alternatives.
  • Avoid assuming users are using Windows tools by default; clarify cross-platform options.
GitHub Create Pull Request
Redis Create an ASP.NET web app with an Azure Redis cache ...e-docs/blob/main/articles/redis/web-app-cache-howto.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily oriented toward Windows development environments, specifically Visual Studio and IIS Express. All instructions and examples assume the use of Visual Studio on Windows, with no mention of Linux-compatible workflows, editors, or deployment/testing methods. There are no Linux or cross-platform alternatives provided for local development, configuration, or publishing steps.
Recommendations
  • Add instructions for developing and running the ASP.NET app on Linux, including using VS Code, JetBrains Rider, or command-line tools (dotnet CLI).
  • Include examples for running the app locally using Kestrel or other cross-platform web servers instead of IIS Express.
  • Provide guidance for configuring and editing app settings on Linux (e.g., using nano/vim for web.config, or environment variables).
  • Offer deployment instructions using Azure CLI, GitHub Actions, or other cross-platform CI/CD tools, not just Visual Studio.
  • Explicitly mention .NET Core/ASP.NET Core options for cross-platform compatibility, rather than only .NET Framework.
  • Add screenshots and step-by-step instructions for Linux environments and alternative IDEs.
GitHub Create Pull Request
Redis Troubleshoot connectivity in Azure Managed Redis .../blob/main/articles/redis/troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-10 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 Windows bias by providing a connectivity testing example using PSPING in PowerShell, a Windows-specific tool, without offering an equivalent Linux example. The mention and example of PSPING appear before any Linux alternatives, and no Linux-native connectivity troubleshooting tools (such as netcat, telnet, or nmap) are referenced. The overall troubleshooting steps and tooling are skewed towards Windows environments, with Linux guidance limited to a brief mention of TCP settings and a link to a GitHub issue.
Recommendations
  • Add Linux-native connectivity testing examples, such as using 'nc', 'telnet', or 'nmap' to test Redis port connectivity.
  • When presenting troubleshooting tools, list both Windows and Linux options, or present them in parallel.
  • Provide PowerShell and Bash command examples side-by-side for parity.
  • Expand the Linux troubleshooting section to include more actionable steps and common tools.
  • Avoid recommending Windows-only tools (like PSPING) without Linux equivalents, or clearly indicate platform specificity.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/best-practices-development.md ...blob/main/articles/redis/best-practices-development.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates a mild Windows bias, particularly in the section on data export, where PowerShell is mentioned as a tool for triggering exports before CLI or SDK tools. There is a lack of explicit Linux command-line examples, and Windows-centric tools are referenced without equal mention or prioritization of Linux alternatives. No Linux-specific guidance or examples are provided, and the ordering of tools subtly prioritizes Windows options.
Recommendations
  • Provide explicit Linux command-line examples (e.g., using Azure CLI or Bash scripts) alongside or before PowerShell examples.
  • Mention cross-platform tools (such as Azure CLI) first when listing options for operations like data export.
  • Include guidance or examples for common Linux environments, such as Ubuntu or CentOS, especially for tasks like monitoring, exporting data, and configuring clients.
  • Clarify that all listed tools (CLI, PowerShell, SDK) are available cross-platform, and link to relevant documentation for Linux users.
  • Add a note or section on platform parity, reassuring users that all features and operations are supported on Linux as well as Windows.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-how-to-use-azure-redis-cache.md .../articles/redis/dotnet-how-to-use-azure-redis-cache.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing Windows-specific tools (Visual Studio), omitting Linux equivalents or alternatives, and providing instructions and examples tailored only for Windows environments. There are no mentions of Linux development tools, editors, or command-line instructions for building/running the sample on Linux. The workflow assumes the use of Visual Studio and Windows conventions, with no guidance for Linux users.
Recommendations
  • Add instructions for installing .NET and running the sample on Linux, including using VS Code, JetBrains Rider, or command-line tools (dotnet CLI).
  • Provide Linux-specific steps for package installation (e.g., using 'dotnet add package' instead of Visual Studio NuGet UI).
  • Include terminal commands for building and running the app on Linux/macOS (e.g., 'dotnet build', 'dotnet run').
  • Mention cross-platform compatibility and highlight any OS-specific considerations.
  • Add screenshots or terminal output examples from Linux environments.
  • Clarify that the instructions are applicable to both Windows and Linux, or provide separate sections for each.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/configure.md ...tDocs/azure-docs/blob/main/articles/redis/configure.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page for configuring Azure Managed Redis demonstrates a Windows bias in several ways. References to PowerShell and Windows-centric tools (such as Resource Manager templates with PowerShell) are present, while Linux equivalents (such as Bash, Azure CLI, or ARM templates via Bash) are not mentioned or are relegated to secondary status. There are no explicit Linux or cross-platform command-line examples, and the documentation assumes usage of the Azure Portal or Windows-based automation tools. This may make it less accessible or immediately useful for Linux users or those using cross-platform automation.
Recommendations
  • Include Azure CLI and Bash examples alongside PowerShell for all automation and deployment instructions.
  • Reference cross-platform tools and workflows (e.g., ARM templates via Azure CLI, Terraform) before or alongside Windows-specific tools.
  • Add explicit Linux usage scenarios, such as connecting to Azure Managed Redis from Linux-based clients or managing resources via Bash.
  • Ensure screenshots and instructions are not exclusively from Windows environments; include examples from Linux or macOS where relevant.
  • Clarify that all features and operations are available from Linux and macOS, not just Windows, and provide links to relevant cross-platform documentation.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/entra-for-authentication.md ...s/blob/main/articles/redis/entra-for-authentication.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page exhibits Windows bias primarily by providing only a PowerShell script for troubleshooting Microsoft Entra authentication issues, with no equivalent Linux or cross-platform example (e.g., Bash, shell, or Python). The troubleshooting section exclusively references PowerShell, a Windows-centric tool, and does not mention or link to Linux alternatives. The workflow and instructions do not specify cross-platform steps or tools, and the order of presentation (PowerShell first and only) suggests a Windows-first approach. There is no guidance for Linux users who may need to validate tokens or troubleshoot issues.
Recommendations
  • Provide equivalent troubleshooting scripts or instructions for Linux/macOS environments, such as Bash, shell, or Python scripts.
  • Explicitly mention cross-platform options and clarify which steps/tools are OS-agnostic.
  • Include examples and guidance for using Linux-native tools (e.g., curl, OpenSSL, Python) to validate Microsoft Entra tokens.
  • Add notes or sections indicating how Linux users can perform the same troubleshooting and configuration tasks.
  • Ensure that code samples and diagnostic tools are available and documented for both Windows and Linux platforms.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-active-geo-replication.md ...b/main/articles/redis/how-to-active-geo-replication.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 provides both Azure CLI and Azure PowerShell examples for configuring geo-replication, but PowerShell is given equal prominence to CLI, and no explicit Linux shell (bash) examples are provided. The CLI examples are generic and cross-platform, but PowerShell is a Windows-centric tool, and its inclusion without Linux shell equivalents may signal a Windows bias. Additionally, there are no references to Linux-specific tools, patterns, or troubleshooting steps, and the order of presentation (CLI then PowerShell) is neutral but could be improved by clarifying CLI's cross-platform nature.
Recommendations
  • Explicitly state that Azure CLI commands work on Windows, Linux, and macOS, and provide example shell commands (bash/zsh) for Linux users where appropriate.
  • Consider adding Linux-specific troubleshooting tips or references to Linux tools (e.g., systemd, cron) for operational scenarios.
  • If PowerShell is included, clarify that PowerShell Core is available on Linux and macOS, or provide bash equivalents for all PowerShell examples.
  • Ensure parity in instructions for portal, CLI, and shell-based workflows, highlighting cross-platform capabilities.
  • Add a note or section for Linux users, e.g., how to install Azure CLI on Linux, or how to automate tasks using bash scripts.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-import-export-data.md .../blob/main/articles/redis/how-to-import-export-data.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 demonstrates a Windows bias by referencing PowerShell instructions before Azure CLI, mentioning Windows as an environment for Redis before Linux, and omitting explicit Linux shell or cross-platform automation examples. The FAQ and automation sections prioritize PowerShell, and there are no Linux-specific or bash examples for import/export operations.
Recommendations
  • Present Azure CLI instructions before or alongside PowerShell instructions to emphasize cross-platform support.
  • Include explicit Linux shell (bash) examples for uploading RDB files to Azure Blob Storage (e.g., using azcopy, Azure CLI, or curl).
  • Add references to Linux tools and workflows where relevant, such as using cron jobs for automation.
  • Clarify that automation can be performed from any OS, not just Windows, and provide sample commands for both Windows and Linux environments.
  • Ensure that any sample code or external links (e.g., for page blob upload) include Linux-compatible instructions or scripts.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migrate-overview.md ...s/blob/main/articles/redis/migrate/migrate-overview.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page demonstrates Windows bias primarily through the use of PowerShell cmdlets for migration instructions and by referencing Windows-specific tools and endpoints before mentioning cross-platform or Linux alternatives. The export/import steps for RDB files explicitly mention the PowerShell Export and Import cmdlets, with no Linux CLI or Bash examples provided. DNS suffixes and port references use '.windows.net' as the primary example, and there is no mention of Linux shell commands or guidance for Linux users. The migration tooling section lists open-source tools but does not provide parity in example usage or instructions for Linux environments.
Recommendations
  • Provide equivalent Linux/Bash CLI examples for migration steps, such as using Azure CLI or REST API for export/import operations.
  • Reference Linux endpoints and patterns alongside Windows ones, ensuring DNS suffix and port examples are not Windows-centric.
  • Include instructions for using open-source migration tools (e.g., redis-copy, RIOT) with Linux, including installation and usage examples.
  • Ensure that PowerShell cmdlets are not presented as the only or primary method; offer cross-platform alternatives in parallel.
  • Add explicit notes or sections for Linux users, highlighting any differences or additional steps required for migration.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-persistence.md ...re-docs/blob/main/articles/redis/how-to-persistence.md
High Priority View Details →
Scanned: 2026-01-09 00:34
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 in several ways: PowerShell is featured prominently and before Azure CLI in automation examples, with detailed PowerShell commands and explanations. There are no Linux-specific shell examples (e.g., Bash), nor is there mention of Linux-native tooling or scripting approaches. The guidance for automated exports refers to 'PowerShell or Azure CLI', but PowerShell is listed first and given more detailed coverage. No Linux-specific considerations or parity notes are present.
Recommendations
  • Add Bash shell examples for Azure CLI commands, showing usage on Linux/macOS.
  • Include guidance for Linux users, such as using cron jobs for automation, and clarify that Azure CLI is cross-platform.
  • Balance the order of examples: present Azure CLI before PowerShell, or alternate their order.
  • Explicitly mention that all CLI commands work on Linux, macOS, and Windows, and provide troubleshooting tips for non-Windows environments.
  • If scripting is discussed, show both PowerShell and Bash script snippets for periodic exports.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migration-guide.md ...cs/blob/main/articles/redis/migrate/migration-guide.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation demonstrates Windows bias by referencing PowerShell cmdlets (Export/Import), mentioning AzCopy (a Microsoft tool primarily used on Windows), and providing migration instructions that prioritize Windows-centric tools and patterns. There are no Linux-specific examples or equivalent CLI commands, and Windows tools are mentioned before any cross-platform alternatives.
Recommendations
  • Include Linux-specific migration examples, such as using redis-cli, shell scripts, or Linux-native tools for exporting/importing RDB files.
  • Provide Azure CLI equivalents for PowerShell cmdlets and demonstrate their usage on Linux/macOS.
  • Mention cross-platform tools (e.g., Azure CLI, REST API) before or alongside Windows-specific tools like PowerShell and AzCopy.
  • Clarify that AzCopy and PowerShell are available on Linux/macOS, or suggest alternatives where appropriate.
  • Add explicit instructions for copying RDB files on Linux, including file system paths and permissions.
  • Ensure that all migration steps are demonstrated with both Windows and Linux command-line examples.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-cache-arm-provision.md .../blob/main/articles/redis/redis-cache-arm-provision.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 demonstrates a Windows bias by presenting Azure PowerShell examples before Azure CLI, using PowerShell for resource cleanup, and omitting explicit Linux shell/bash examples. The deployment instructions reference PowerShell and CLI, but CLI is not shown with a Linux-specific context, and the cleanup section only provides PowerShell commands.
Recommendations
  • Provide bash/Linux shell examples for all deployment and cleanup steps alongside PowerShell.
  • Where Azure CLI is shown, clarify that it works cross-platform and provide Linux/macOS usage notes.
  • Include explicit instructions for running commands on Linux/macOS terminals, such as using bash or zsh.
  • Balance the order of examples so that CLI/bash is presented before or alongside PowerShell, not after.
  • Add notes about installing Azure CLI and running commands on Linux/macOS environments.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-connectivity.md .../blob/main/articles/redis/troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page exhibits Windows bias by providing connectivity troubleshooting examples using PSPING in PowerShell, a Windows-only tool, without offering equivalent Linux commands or tools. The order of examples places the Windows-centric PSPING after redis-cli, but does not mention Linux alternatives for network connectivity testing. There is also a lack of parity in troubleshooting steps for Linux users, especially in the 'Test connectivity using PSPING' section.
Recommendations
  • Provide Linux equivalents for PSPING, such as using 'nc', 'telnet', or 'nmap' to test port connectivity.
  • Include example commands for both Windows and Linux platforms side-by-side in troubleshooting sections.
  • Explicitly mention platform-specific tools and recommend alternatives for each OS.
  • Review all troubleshooting steps to ensure Linux users are given clear, actionable instructions.
  • Consider reordering examples so that cross-platform tools (e.g., redis-cli, nc) are presented before platform-specific ones.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-modules.md ...s/azure-docs/blob/main/articles/redis/redis-modules.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page references PowerShell as a primary management tool alongside REST API and Azure CLI, and links to PowerShell documentation before mentioning Linux/Unix equivalents. There are no explicit Linux command-line examples or references to Linux-specific tools or shell environments. This creates a subtle Windows bias, particularly in the 'Related content' and module configuration sections.
Recommendations
  • Provide explicit Linux/Unix shell (bash) examples for module configuration and management, especially when referencing Azure CLI.
  • List Azure CLI examples and documentation before or alongside PowerShell, as Azure CLI is cross-platform.
  • Include links to Linux/Unix-specific documentation or note that all management operations can be performed from Linux environments.
  • Avoid listing PowerShell as the default or primary tool unless there is a technical reason to do so.
  • Where screenshots or UI elements are shown, ensure they are not Windows-specific or clarify that the experience is the same on Linux.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/web-app-cache-howto.md ...e-docs/blob/main/articles/redis/web-app-cache-howto.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation is heavily oriented toward Windows development environments, specifically Visual Studio and IIS Express. All instructions and examples assume the use of Visual Studio on Windows, with no mention of Linux equivalents (such as VS Code, JetBrains Rider, or command-line .NET tools), nor instructions for running or deploying on Linux. There are no examples or guidance for Linux users, and Windows tools are referenced exclusively and first.
Recommendations
  • Add instructions for setting up and running the ASP.NET app on Linux, including using .NET CLI and editors like VS Code.
  • Include examples for deploying the app from Linux environments, such as using Azure CLI or GitHub Actions.
  • Mention cross-platform development options and clarify which steps are Windows-specific.
  • Provide guidance for running the app locally using Kestrel (the cross-platform ASP.NET server) instead of IIS Express.
  • Add Linux-specific prerequisites, such as installing .NET SDK on Ubuntu or other distributions.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-how-to-use-azure-redis-cache.md .../articles/redis/dotnet-how-to-use-azure-redis-cache.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 demonstrates a Windows bias by exclusively referencing Windows tools (Visual Studio), Windows-centric workflows (right-clicking in Visual Studio, using Ctrl+F5), and omitting any mention of Linux equivalents or cross-platform development environments. There are no instructions for running the sample on Linux, nor are alternative IDEs or command-line workflows provided.
Recommendations
  • Add instructions for setting up and running the sample on Linux, including using .NET Core/SDK and command-line tools (e.g., dotnet CLI).
  • Mention and provide examples for cross-platform editors such as VS Code, JetBrains Rider, or using the terminal.
  • Include Linux-specific steps for installing dependencies, running the app, and editing configuration files.
  • Clarify that StackExchange.Redis and the sample code can be run on Linux and macOS, not just Windows.
  • Provide equivalent keyboard shortcuts and commands for building and running the app on non-Windows platforms.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-persistence.md ...re-docs/blob/main/articles/redis/how-to-persistence.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 providing PowerShell examples first and in detail, with no Linux-specific shell (bash) examples. The CLI examples are platform-neutral, but there are no explicit Linux or macOS shell commands, nor is there mention of Linux tooling or patterns. The only scripting example mentioned is PowerShell, which is primarily used on Windows.
Recommendations
  • Add explicit Bash shell examples for Linux/macOS users alongside PowerShell examples.
  • Mention that Azure CLI commands work on Linux, macOS, and Windows, and provide sample Bash scripts for automation.
  • Include references to Linux-native tools or scripting environments (e.g., cron jobs for scheduled exports) where appropriate.
  • Reorder examples so that platform-neutral (CLI) or Linux/Bash examples are presented before or alongside PowerShell.
  • Clarify that PowerShell Core is cross-platform, but provide guidance for Linux users who may prefer Bash.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-cache-arm-provision.md .../blob/main/articles/redis/redis-cache-arm-provision.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 demonstrates a Windows bias by presenting Azure PowerShell examples before Azure CLI, using PowerShell for resource cleanup, and omitting explicit Linux shell (bash) or cross-platform instructions. The 'Deploy to Azure' button and portal-centric workflow also favor Windows users, while Linux users may prefer CLI or automation. There are no bash or Linux-specific examples, and PowerShell is used exclusively for cleanup.
Recommendations
  • Add bash/Linux shell examples for deployment and cleanup alongside PowerShell.
  • Present Azure CLI examples before or alongside PowerShell to emphasize cross-platform support.
  • Include notes or sections on running commands from Linux/macOS terminals.
  • Replace or supplement PowerShell-only cleanup instructions with Azure CLI equivalents.
  • Clarify that both CLI and PowerShell are cross-platform, but show examples for both environments.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migration-guide.md ...cs/blob/main/articles/redis/migrate/migration-guide.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 shows evidence of Windows bias by referencing PowerShell cmdlets (Export/Import), mentioning AzCopy (primarily a Windows tool) for file transfer, and providing no equivalent Linux CLI or shell examples. Windows tools and patterns are mentioned before any Linux alternatives, and there are no explicit instructions or examples for Linux users (e.g., Bash, Linux CLI, or Linux-native tools).
Recommendations
  • Provide Linux-specific examples for exporting and importing RDB files, such as using Bash scripts or the Azure CLI.
  • Mention and demonstrate Linux-native tools for file transfer, such as 'azcopy' on Linux, 'scp', or 'rsync', alongside AzCopy.
  • Include instructions for using Azure CLI (az redis) for migration tasks, as it is cross-platform.
  • Present PowerShell and Linux/Bash examples side-by-side where relevant, ensuring parity.
  • Explicitly state that migration steps can be performed on both Windows and Linux, and clarify any platform-specific differences.
GitHub Create Pull Request
Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/configure.md ...tDocs/azure-docs/blob/main/articles/redis/configure.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 for configuring Azure Managed Redis demonstrates subtle Windows bias. References to PowerShell and Windows-centric tools appear before or instead of cross-platform or Linux alternatives. For example, the 'Export template' section links to deploying resources with Azure Resource Manager templates using PowerShell, without mentioning Azure CLI or Bicep. There are no explicit Linux or cross-platform command-line examples, nor references to Linux-specific tools or workflows. The documentation assumes use of the Azure portal and Windows-native automation, with no parity for Linux users.
Recommendations
  • Include Azure CLI and Bicep examples alongside PowerShell for resource deployment and automation tasks.
  • Explicitly mention that all features are accessible from Linux/macOS environments and provide relevant command-line examples.
  • Add references to cross-platform tools (e.g., Azure CLI, REST API) in sections that currently only mention PowerShell.
  • Ensure screenshots and walkthroughs include both Windows and Linux terminal environments where applicable.
  • Review all links and instructions to ensure Linux users are not excluded or forced to adapt Windows-specific workflows.
GitHub Create Pull Request
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