Redis

67
Total Pages
44
Linux-Friendly Pages
23
Pages with Bias
34.3%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues (40)

https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migration-guide.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

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) without Linux alternatives, and providing no Linux or cross-platform command examples. Windows-specific tools and patterns are mentioned before or instead of Linux equivalents, and there are no explicit Linux instructions or examples for migration steps.
Recommendations:
  • Provide equivalent CLI examples using Azure CLI (az redis ...) alongside or instead of PowerShell cmdlets.
  • Mention and provide examples for using AzCopy on Linux/macOS, or suggest alternative tools (such as rsync, scp, or Azure CLI storage commands) for copying RDB files.
  • Explicitly state that all migration steps can be performed from Linux, and provide sample shell commands (bash) for relevant steps.
  • Where PowerShell is referenced, add parallel instructions for Linux environments.
  • Include a table or section comparing Windows and Linux approaches for common migration tasks.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-timeouts.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation demonstrates a moderate Windows bias. While it mentions Linux in one section (TCP settings for Linux based client applications), most troubleshooting steps and examples assume a Windows/.NET/StackExchange.Redis environment. There is a strong focus on Windows-specific tools and patterns (e.g., performance counters, NuGet, RedisSessionStateProvider XML config), and no Linux-specific monitoring or troubleshooting examples are provided. Powershell or Windows-centric terminology appears first or exclusively in several sections, and Linux equivalents (such as using top, htop, or Linux system metrics) are missing.
Recommendations:
  • Add Linux-specific examples for monitoring CPU and network bandwidth (e.g., using top, htop, sar, ifstat, or netstat).
  • Provide equivalent Linux configuration and troubleshooting steps alongside Windows/.NET examples, especially for client-side monitoring and configuration.
  • Include examples for popular Linux Redis clients (e.g., redis-py, Jedis) and their error messages or troubleshooting steps.
  • When mentioning tools like performance counters or NuGet, also mention and provide instructions for Linux alternatives (e.g., system metrics, pip for Python clients).
  • Ensure that Linux and Windows troubleshooting steps are presented with equal prominence, ideally side-by-side or in clearly labeled sections.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-how-to-use-azure-redis-cache.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation is heavily oriented toward Windows development environments. It assumes the use of Visual Studio (a Windows-centric IDE), references .NET Framework (not .NET Core/.NET 5+ which are cross-platform), and provides instructions specific to Windows workflows (e.g., right-clicking in Visual Studio, editing app.config). There are no examples or guidance for Linux or cross-platform development environments, such as using VS Code, the .NET CLI, or running the sample on Linux/macOS.
Recommendations:
  • Add instructions for setting up and running the sample using the .NET CLI (dotnet new, dotnet add package, dotnet run), which works on Linux, macOS, and Windows.
  • Include guidance for using cross-platform editors like Visual Studio Code.
  • Mention .NET (Core/5/6/7+) as an alternative to .NET Framework for cross-platform compatibility.
  • Provide Linux/macOS-specific instructions for installing prerequisites and running the sample.
  • Avoid assuming the use of Visual Studio or Windows-specific workflows; present cross-platform alternatives first or alongside.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/best-practices-development.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation page demonstrates subtle Windows bias, particularly in the 'Data Persistence or Data Backup' section, where PowerShell is mentioned as a tool for triggering data export before CLI or SDKs, and no explicit Linux or cross-platform command-line examples are provided. There are no Linux-specific tools or patterns mentioned, and the guidance on tooling is not platform-neutral. The absence of Linux/Bash examples and the ordering of PowerShell before CLI suggest a Windows-first approach.
Recommendations:
  • When listing tools or command-line interfaces, mention cross-platform options (like Azure CLI) before platform-specific ones (like PowerShell).
  • Provide example commands for both Windows (PowerShell) and Linux (Bash/Azure CLI) where relevant, especially for common operations like data export/import.
  • Explicitly state when a tool or method is cross-platform, and provide links to relevant documentation for both Windows and Linux users.
  • Avoid assuming the use of Windows-specific tools or patterns unless the majority of the audience is known to be on Windows.
  • Add a section or callout for Linux/macOS users if there are any differences or additional considerations.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/quickstart-create-managed-redis.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example
Summary:
The documentation page does not provide any platform-specific examples or instructions, but it also omits any mention of command-line tools or steps for either Windows or Linux. However, the absence of Linux-specific instructions or parity checks (such as CLI commands, shell scripts, or Linux tooling) can be considered a subtle bias, as many Azure quickstarts often default to Windows-centric tools or examples elsewhere. In this case, the page is neutral but lacks explicit Linux guidance.
Recommendations:
  • Add explicit instructions or examples for both Windows (e.g., PowerShell, Command Prompt) and Linux (e.g., Bash, Azure CLI on Linux) when showing how to create or manage a Redis instance.
  • Include sample commands for common Linux shells (bash, zsh) alongside any Windows examples.
  • If using downloadable scripts or templates, provide both .ps1 (PowerShell) and .sh (Bash) versions.
  • Reference Linux-specific tools or workflows (such as using Azure CLI on Linux) in the prerequisites or creation steps.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migrate-overview.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows Tools Windows First
Summary:
The documentation page demonstrates a Windows bias by referencing PowerShell cmdlets for export/import operations, linking to PowerShell documentation, and mentioning a compiled Windows binary for a migration tool before its source code. There are no explicit Linux/bash examples or references to Linux-native tools, and the order of presentation favors Windows-centric approaches.
Recommendations:
  • Provide equivalent bash/CLI examples for export/import operations, not just PowerShell.
  • Link to both Windows and Linux instructions or clarify cross-platform compatibility for CLI commands.
  • When mentioning downloadable tools, indicate if they are cross-platform or provide Linux build instructions.
  • Avoid referencing only PowerShell cmdlets; include Azure CLI and bash scripting alternatives.
  • Explicitly state OS compatibility for all tools and commands, and ensure Linux users are not left out of migration guidance.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-core-quickstart.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation uses .NET Core CLI commands (dotnet build/run), which are cross-platform, but the code blocks are tagged as 'dos', implying a Windows command prompt context. There are no explicit Linux or macOS shell examples, nor is there mention of running the sample on non-Windows platforms. The instructions for editing configuration files reference 'Web.config' (a Windows/IIS convention) in one section, which may confuse Linux users. There is no mention of Linux-specific considerations or parity.
Recommendations:
  • Use neutral code block tags (e.g., 'bash', 'shell', or no tag) for dotnet CLI commands to indicate cross-platform compatibility.
  • Explicitly mention that the sample and commands work on Windows, Linux, and macOS.
  • Provide Linux/macOS shell command examples where appropriate, or clarify that the commands are the same across platforms.
  • Avoid references to 'Web.config' unless specifically targeting ASP.NET on Windows; use 'appsettings.json' or other cross-platform configuration files.
  • Add a note or section on any platform-specific steps or troubleshooting for Linux/macOS users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-persistence.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by providing detailed PowerShell examples before Azure CLI, mentioning PowerShell scripting for automation, and omitting any Linux-specific shell (e.g., Bash) or cross-platform scripting examples. There is no mention of Linux tools or guidance for Linux users, and the scripting automation section only references PowerShell and Azure CLI, with PowerShell listed first.
Recommendations:
  • Provide Bash shell examples alongside PowerShell and Azure CLI for all command-line instructions.
  • When discussing automation, mention Bash scripts and Linux cron jobs as alternatives to PowerShell scripting.
  • Alternate the order of examples (sometimes show Azure CLI or Bash first) to avoid always privileging Windows/PowerShell.
  • Explicitly state that Azure CLI commands work cross-platform and, where relevant, show example commands in both Windows (PowerShell) and Linux (Bash) syntax.
  • Add a note or section for Linux/macOS users, clarifying any differences or additional steps required.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-cache-arm-provision.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by presenting PowerShell examples alongside Azure CLI, but omits explicit Linux/bash examples. PowerShell is used for both deployment and cleanup, and the CLI example references a Bicep file rather than the ARM template file described earlier. There are no bash shell or Linux-specific instructions, and PowerShell is presented as the default scripting language for resource cleanup.
Recommendations:
  • Add explicit bash/Linux shell examples for deploying and cleaning up resources, using az CLI with ARM template files (e.g., az deployment group create --resource-group exampleRG --template-file azuredeploy.json).
  • Ensure that CLI examples reference the ARM template file (azuredeploy.json) as described in the instructions, not just Bicep files.
  • Provide parity in cleanup instructions by including az CLI commands for deleting resource groups (e.g., az group delete --name <resourceGroupName> --yes --no-wait).
  • Where scripting is shown, offer both PowerShell and bash equivalents, and avoid presenting PowerShell as the default unless the context is Windows-specific.
  • Consider a tabbed or side-by-side format for all command-line examples, with clear labels for PowerShell, Azure CLI (bash), and, if relevant, Cloud Shell.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/aspnet-core-output-cache-provider.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation consistently refers to 'command prompt' and uses Windows-centric terminology and command examples (e.g., 'cmd' code blocks, references to 'command prompt'), without providing equivalent instructions or terminal commands for Linux or macOS users. There are no bash/zsh shell examples, and no mention of Linux-specific considerations, despite .NET Core and Visual Studio Code being cross-platform.
Recommendations:
  • Include Linux/macOS terminal instructions alongside Windows examples, using 'bash' code blocks where appropriate.
  • Refer to the terminal generically (e.g., 'open a terminal or command prompt') rather than only 'command prompt'.
  • Show both Windows and Linux/macOS commands for common tasks (e.g., directory creation, running dotnet commands, opening VS Code).
  • Explicitly state that the instructions apply to all supported platforms, and highlight any OS-specific differences if they exist.
  • Consider adding a platform selector or tabs for Windows, Linux, and macOS instructions where commands or steps differ.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/private-link.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation demonstrates a moderate Windows bias. PowerShell examples are presented before Azure CLI examples, and the PowerShell section is more detailed (including retrieval and removal commands). The documentation refers to 'scripts' and 'commands' in a way that assumes familiarity with PowerShell, and the Azure portal UI instructions use terminology and screenshots that are more familiar to Windows users. There are no explicit Linux-specific instructions or examples, and the CLI examples are not highlighted as the primary or preferred method.
Recommendations:
  • Present Azure CLI examples before or alongside PowerShell examples to avoid implying PowerShell is the default or preferred method.
  • Ensure parity in the depth and breadth of examples for both PowerShell and Azure CLI, including retrieval and removal operations.
  • Add explicit notes that both Azure CLI and PowerShell are cross-platform, and clarify that CLI commands work natively on Linux/macOS.
  • Where possible, include Linux/macOS-specific tips or troubleshooting notes (e.g., shell syntax differences, environment variable usage).
  • Consider providing Bash script equivalents for multi-step operations, and clarify that the Azure portal is accessible from any OS.
  • Avoid using Windows-centric terminology or UI references unless necessary, or provide equivalent guidance for non-Windows users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/includes/cache-delete-resource-group.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation only describes how to delete a resource group using the Azure portal (a web UI), with no mention of command-line alternatives. There are no examples for deleting resource groups using CLI tools such as Azure CLI or PowerShell. While the portal is cross-platform, the lack of CLI examples may disadvantage Linux users, who often prefer or require command-line instructions. Historically, Azure documentation sometimes defaults to PowerShell or Windows-centric tools, and the omission of Azure CLI (which is cross-platform and popular on Linux) is a subtle form of Windows-first bias.
Recommendations:
  • Add instructions and examples for deleting a resource group using the Azure CLI (az group delete ...), which works on all platforms.
  • If PowerShell examples are included, ensure Azure CLI examples are presented first or equally, to avoid Windows-first ordering.
  • Explicitly mention that the Azure portal is accessible from any OS, but provide parity with command-line instructions for Linux users.
  • Consider including Bash script examples for automation scenarios.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-active-geo-replication.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation provides both Azure CLI and PowerShell examples for configuring active geo-replication, but it lists PowerShell as a primary automation method alongside CLI, and does not mention or provide any Linux-specific shell (e.g., Bash) examples. There is no explicit mention of Linux or cross-platform scripting, and PowerShell is traditionally associated with Windows environments, which may give the impression of Windows preference. Additionally, there are no examples or guidance for Linux-native tools or scripting environments.
Recommendations:
  • Explicitly state that Azure CLI commands work cross-platform (Windows, Linux, macOS) and can be run in Bash or other shells.
  • Provide example commands using Bash (or generic shell) where appropriate, especially for automation scenarios.
  • Clarify that PowerShell Core is available cross-platform, but also mention that users on Linux can use Bash and Azure CLI for all operations.
  • Consider including a section or note for Linux/macOS users, highlighting any differences or confirming parity.
  • Avoid presenting PowerShell as the only or primary scripting/automation option; ensure CLI/Bash examples are equally prominent.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/web-app-aspnet-core-howto.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation provides instructions and command-line examples that are platform-neutral in wording, but the use of 'command window' and the 'dos' code block hints at a Windows-first approach. There are no explicit Linux/macOS terminal instructions or screenshots, and no mention of platform-specific differences, which may leave Linux users without clear guidance.
Recommendations:
  • Explicitly mention that the .NET CLI commands (dotnet build, dotnet run) work on Windows, Linux, and macOS.
  • Replace 'command window' with 'terminal' or 'command prompt or terminal' to be inclusive of all platforms.
  • Use the 'bash' code block for CLI commands, or provide both 'dos' and 'bash' code blocks where appropriate.
  • Add a note or section for Linux/macOS users, including any OS-specific steps (such as installing .NET SDK or running the app).
  • Include screenshots or terminal output examples from Linux/macOS environments, or clarify that the instructions are cross-platform.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/includes/redis-cache-resource-group-clean-up.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation only provides instructions for cleaning up resources via the Azure Portal (web UI), with no mention of command-line alternatives. There are no examples for using CLI tools such as Azure CLI or PowerShell. While this avoids explicit Windows-only tools, the lack of CLI examples implicitly favors Windows users, as Linux users often expect or prefer CLI instructions.
Recommendations:
  • Add Azure CLI examples for deleting resource groups, as the Azure CLI is cross-platform and widely used on Linux.
  • If mentioning PowerShell, ensure Azure CLI instructions are presented first or alongside, to avoid Windows-first bias.
  • Explicitly state that the Azure Portal method works on all platforms, but provide CLI alternatives for users who prefer command-line operations.
  • Include sample commands for both Azure CLI and, optionally, PowerShell, to ensure parity for Linux and Windows users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-client.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation references the 'Page Faults/Sec' performance counter, which is a Windows-specific monitoring metric, without mentioning equivalent Linux tools or metrics. There are no Linux-specific examples or guidance for monitoring memory pressure or other client-side issues.
Recommendations:
  • Include Linux equivalents for monitoring memory pressure, such as using 'vmstat', 'top', 'free', or checking '/proc/meminfo'.
  • Mention Linux-specific metrics or commands (e.g., 'vmstat -s', 'sar -B', or 'ps') alongside Windows performance counters.
  • Provide example commands or scripts for both Windows (Performance Monitor, PowerShell) and Linux (shell commands) to ensure parity.
  • Use platform-neutral language where possible, or explicitly address both Windows and Linux environments in troubleshooting steps.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-scale.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Windows Tools
Summary:
The documentation demonstrates a Windows bias by presenting PowerShell as the first and primary scripting example, mentioning Azure PowerShell before Azure CLI in both the introduction and the step-by-step instructions. The only explicit scripting example outside the Azure CLI is for PowerShell, with no mention of Bash, Linux shell, or cross-platform scripting environments. The Azure CLI examples are present, but PowerShell is consistently given prominence, and there are no Linux-specific considerations or examples.
Recommendations:
  • Present Azure CLI examples before or alongside PowerShell examples, as Azure CLI is cross-platform and more commonly used in Linux environments.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide sample Bash shell usage where appropriate.
  • Add a section or note for Linux users, highlighting any platform-specific considerations (such as authentication, environment variables, or prerequisites).
  • Where PowerShell is referenced, clarify that it is available cross-platform, but also provide equivalent Bash or shell script examples for Linux users.
  • Ensure that documentation metadata and custom tags do not prioritize PowerShell over CLI (e.g., avoid 'devx-track-azurepowershell' without 'devx-track-bash' or similar).
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-modules.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools Missing Linux Example
Summary:
The documentation page demonstrates Windows bias by referencing PowerShell and Windows-centric tools (such as the Azure PowerShell module) before or instead of Linux equivalents. In the section on configuring module parameters, only PowerShell, Azure CLI, and REST API are mentioned, but the PowerShell link is called out explicitly, and there are no Linux-specific shell or scripting examples. There are no bash, shell, or Linux command-line examples or references, and no mention of Linux tools or patterns. This may make Linux users feel less supported or require extra effort to adapt instructions.
Recommendations:
  • Include explicit bash/shell examples alongside PowerShell for all command-line instructions.
  • When referencing management tools, mention cross-platform tools (like Azure CLI) first, and clarify their compatibility with Linux/macOS.
  • Provide links to Linux-specific documentation or examples where available.
  • Avoid listing PowerShell or Windows tools before cross-platform or Linux-native alternatives.
  • Add a note clarifying that Azure CLI and REST API are fully supported on Linux, and provide example usage in a Linux shell context.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-connectivity.md [View Details]
Scanned: 2025-07-13 21:37 • Page-level bias detected
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Page-Level Analysis

Windows Tools Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by providing a connectivity test example using PSPING in PowerShell without offering an equivalent Linux command or tool. The use of PSPING and PowerShell is Windows-specific, and there is no mention of Linux alternatives (such as nc, telnet, or nmap). Additionally, the Windows example appears before any Linux-specific troubleshooting steps, and Linux guidance is limited to a single note about TCP settings, lacking actionable troubleshooting commands.
Recommendations:
  • Provide Linux equivalents for connectivity testing, such as using 'nc', 'telnet', or 'nmap' to check port connectivity to the Redis instance.
  • When introducing tools like PSPING, mention both Windows and Linux options together, or present Linux examples first if the majority of Azure workloads are Linux-based.
  • Expand the 'Linux-based client application' section to include actionable troubleshooting steps and commands, not just a reference to a GitHub issue.
  • Where possible, use cross-platform tools (like redis-cli) as primary examples, and clearly indicate platform-specific instructions in separate subsections.
  • Review the order of examples to ensure Linux and Windows are given equal prominence, or alternate which platform appears first in each section.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/aspnet-core-output-cache-provider.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation consistently refers to 'command prompt' and uses Windows-centric terminology and patterns (e.g., 'cmd' code blocks, references to 'command prompt', and instructions like 'code .'), without mentioning or providing equivalent instructions for Linux or macOS users. There are no bash/zsh examples, and no mention of terminal or shell alternatives. This may confuse or exclude non-Windows users.
Recommendations:
  • Use neutral terms like 'terminal' or 'shell' instead of 'command prompt', and clarify that instructions apply to Windows, Linux, and macOS.
  • Provide both Windows (cmd/PowerShell) and Linux/macOS (bash/zsh) command examples, using appropriate code block annotations (e.g., 'cmd', 'bash').
  • Mention that .NET CLI commands work cross-platform, and specify any OS-specific differences if relevant.
  • Include notes or callouts for any steps that differ on Linux/macOS (e.g., launching VS Code, environment variable management).
  • Review and update screenshots, output, and instructions to ensure they are not Windows-specific unless necessary.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/quickstart-create-managed-redis.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Missing Linux Example
Summary:
The documentation page does not provide any platform-specific examples or instructions. However, it also does not include any Linux-specific guidance, CLI commands, or cross-platform considerations. The absence of examples or instructions means Linux users are not directly excluded, but there is a missed opportunity to ensure parity by explicitly including Linux-relevant content.
Recommendations:
  • Add explicit examples for both Windows (e.g., PowerShell, Command Prompt) and Linux (e.g., Bash, Azure CLI on Linux) when demonstrating how to create or manage a Redis instance.
  • Mention cross-platform tools such as the Azure CLI and provide installation or usage instructions for both Windows and Linux environments.
  • If using code snippets or command-line instructions, ensure both Windows and Linux variants are shown side by side or clearly labeled.
  • Include troubleshooting notes or prerequisites that are relevant to Linux users, such as package dependencies or environment setup.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-how-to-use-azure-redis-cache.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation is heavily oriented towards Windows development environments, specifically Visual Studio and .NET Framework. All setup and usage instructions assume the use of Visual Studio (a Windows-only IDE for .NET Framework), and there are no instructions or examples for Linux users or for using cross-platform tools like Visual Studio Code or the .NET CLI. There are no mentions of Linux-specific installation steps, command-line instructions, or alternative editors, and the only way to run the sample is via Visual Studio's Ctrl+F5 shortcut.
Recommendations:
  • Add instructions for setting up and running the sample using the .NET CLI (dotnet new, dotnet add package, dotnet run), which works on Linux, macOS, and Windows.
  • Include guidance for using Visual Studio Code as an alternative to Visual Studio, with steps for installing required extensions and running/debugging the app.
  • Provide explicit Linux and macOS prerequisites (e.g., installing .NET SDK, using a terminal) alongside Windows/Visual Studio instructions.
  • Replace or supplement Visual Studio-specific instructions (like right-clicking to manage NuGet packages) with equivalent command-line alternatives.
  • Mention how to edit configuration files and run the application from the terminal on Linux/macOS.
  • Ensure screenshots and UI references are either cross-platform or have Linux/macOS equivalents.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-persistence.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by providing detailed PowerShell examples before Azure CLI, and by referencing PowerShell scripting for automation without mentioning Bash or Linux scripting alternatives. There are no explicit Linux or Bash examples, and the scripting guidance implicitly assumes a Windows environment.
Recommendations:
  • Provide Bash/Linux shell script examples alongside PowerShell for automation tasks, especially for exporting data.
  • When mentioning scripting (e.g., 'automated scripts using PowerShell or Azure CLI'), explicitly reference Bash or Linux shell scripting as an option.
  • Alternate the order of PowerShell and Azure CLI examples, or present them in parallel, to avoid the impression of Windows-first bias.
  • Include notes or links for Linux users on how to install and use the Azure CLI and relevant tools.
  • Ensure screenshots and UI references are OS-neutral or include Linux/macOS variants if applicable.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/dotnet-core-quickstart.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation demonstrates subtle Windows bias by using Windows-centric command prompts (e.g., 'dos' code blocks), and omits explicit Linux or cross-platform shell examples. There is no mention of Linux-specific instructions or terminal usage, and the build/run commands are shown in a Windows context. No Linux tools or shell commands are referenced, and the instructions for editing configuration files do not acknowledge platform differences.
Recommendations:
  • Provide both Windows (cmd/PowerShell) and Linux/macOS (bash) command examples for building and running the app.
  • Use 'bash' or 'shell' code blocks for cross-platform commands instead of 'dos', or show both.
  • Explicitly state that the .NET Core SDK and StackExchange.Redis are cross-platform, and mention any platform-specific considerations.
  • Include screenshots or terminal output from both Windows and Linux environments where applicable.
  • Clarify file path conventions (e.g., backslashes vs. forward slashes) if relevant.
  • Mention that editing configuration files (like appsettings.json) is the same across platforms, but note where file locations or editors may differ.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-active-geo-replication.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation provides both Azure CLI and Azure PowerShell examples for configuring active geo-replication, but does not include any Linux-specific shell (e.g., Bash) or cross-platform scripting examples. PowerShell, which is traditionally associated with Windows, is given a dedicated section with detailed examples. There are no explicit Linux command-line (bash) or scripting examples, nor is there mention of Linux-specific tools or workflows. The ordering of examples (CLI first, then PowerShell) is somewhat neutral, but the lack of Linux/Bash parity and the heavy PowerShell focus indicate a mild Windows bias.
Recommendations:
  • Add explicit Bash shell examples for all CLI commands, demonstrating usage in a typical Linux environment.
  • Clarify that Azure CLI commands are cross-platform and can be run on Linux, macOS, and Windows, possibly with sample terminal prompts (e.g., $ for bash, PS> for PowerShell).
  • Include notes or examples for automation using Linux-native tools (e.g., bash scripts, cron jobs) where PowerShell scripting is shown.
  • Where PowerShell is mentioned, consider also mentioning cross-platform PowerShell Core, or clarify if the examples are intended for Windows PowerShell only.
  • Ensure that any references to tools or workflows are inclusive of both Windows and Linux environments, and avoid assuming a Windows-first context.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/includes/cache-delete-resource-group.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example
Summary:
The documentation only describes how to delete a resource group using the Azure Portal (web UI) and does not provide any command-line examples. There are no instructions for deleting resource groups using cross-platform tools such as Azure CLI or Azure PowerShell. This omission can disadvantage Linux users who are more likely to use CLI tools, as no Linux-friendly (or even cross-platform) command-line instructions are provided.
Recommendations:
  • Add examples for deleting a resource group using the Azure CLI (az group delete), which works on Windows, Linux, and macOS.
  • If relevant, provide Azure PowerShell examples, but ensure Azure CLI is presented first or alongside it for cross-platform parity.
  • Explicitly mention that the Azure Portal method is platform-agnostic, but highlight that CLI methods are available for automation and scripting, especially for Linux users.
  • Include links to official documentation for both Azure CLI and Azure PowerShell resource group deletion commands.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/how-to-scale.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows First Windows Tools
Summary:
The documentation page demonstrates a Windows bias by providing PowerShell examples and references before Azure CLI, emphasizing PowerShell as a primary automation tool, and omitting explicit Linux/bash shell examples. The use of PowerShell and the order in which it is presented may suggest a preference for Windows environments, potentially making the documentation less approachable for Linux users.
Recommendations:
  • Provide bash shell examples alongside PowerShell for all command-line operations, especially for Azure CLI commands.
  • Present Azure CLI examples before or alongside PowerShell examples, as Azure CLI is cross-platform and more familiar to Linux users.
  • Explicitly mention that Azure CLI commands can be run in bash, PowerShell, or CMD, and provide sample commands for each where syntax differs.
  • Avoid referring to PowerShell as the default or primary automation tool; instead, present both PowerShell and CLI as equal options.
  • Where possible, include screenshots or terminal output from both Windows and Linux environments to demonstrate parity.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migrate-overview.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows Tools Windows First
Summary:
The documentation page demonstrates a moderate Windows bias. PowerShell is explicitly mentioned as a supported method for exporting and importing data, with direct links to PowerShell cmdlets. There are no equivalent Linux shell or Bash examples or references to cross-platform scripting. The mention of a compiled migration tool (redis-copy) links to a Windows .zip release first, and the order of instructions and examples tends to prioritize Windows-native tools and workflows.
Recommendations:
  • Provide Bash or cross-platform CLI examples alongside or before PowerShell examples for export/import operations.
  • Reference az CLI as the primary method for scripting, as it is cross-platform, and only mention PowerShell as an alternative.
  • When linking to migration tools, highlight both Windows and Linux installation options equally, and provide .tar.gz or Linux package links where available.
  • Explicitly state that all instructions are applicable to both Windows and Linux unless otherwise noted.
  • Include example commands for Linux environments (e.g., using Bash, curl, or wget for downloads, and Linux file paths).
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/nodejs-get-started.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation exhibits a Windows-first bias in its instructions for setting environment variables and installing Node.js. Specifically, it only provides Windows-specific commands (using 'set' in cmd.exe) for setting environment variables and links exclusively to Windows installation instructions for Node.js. There are no Linux or macOS equivalents provided for these common setup steps, which may hinder non-Windows users.
Recommendations:
  • Provide equivalent Linux/macOS commands for setting environment variables (e.g., 'export VAR=value' for bash/zsh).
  • Include a link to Node.js installation instructions for Linux and macOS, or reference the official Node.js installation page that covers all platforms.
  • Consider using cross-platform instructions or clearly labeling platform-specific steps, ensuring parity and clarity for all users.
  • Wherever possible, use code blocks with platform tabs or side-by-side examples for Windows, Linux, and macOS.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/migrate/migration-guide.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Powershell Heavy Windows Tools Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by referencing PowerShell cmdlets (Export/Import-AzRedisCache) as the only explicit automation examples, mentioning AzCopy (primarily a Windows tool) for file transfer, and not providing equivalent Linux/Unix command-line examples or tools. The PowerShell approach is mentioned before any Linux alternatives, and there are no bash, shell, or cross-platform CLI examples for key migration steps.
Recommendations:
  • Provide equivalent Linux/Unix shell command examples for exporting and importing RDB files, such as using Azure CLI (az redis) or REST API calls.
  • Mention cross-platform tools for file transfer (e.g., Azure CLI az storage blob upload, or standard tools like scp/rsync) alongside or before AzCopy.
  • When referencing PowerShell cmdlets, also provide the corresponding Azure CLI commands and highlight their cross-platform compatibility.
  • Include explicit Linux/macOS workflow steps and code snippets for each migration scenario, ensuring parity with Windows/PowerShell instructions.
  • Clarify that AzCopy and PowerShell are available on multiple platforms, but provide installation links and usage notes for Linux/macOS users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/private-link.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation demonstrates a Windows bias by prioritizing Azure PowerShell examples and workflows before Azure CLI, and by providing detailed PowerShell scripts for key operations. The portal-based instructions implicitly assume a GUI workflow common to Windows users. There is no mention of Linux-specific tools, shells, or considerations, and no explicit parity for Linux-native environments.
Recommendations:
  • Present Azure CLI examples before or alongside PowerShell examples, as Azure CLI is cross-platform and more familiar to Linux users.
  • Explicitly mention that Azure CLI commands work natively on Linux, macOS, and Windows, and provide shell-agnostic variable syntax (e.g., export VAR=val for bash).
  • Add Linux shell (bash) equivalents for any PowerShell-specific scripting or variable usage.
  • Clarify that the Azure portal is web-based and platform-agnostic, but consider adding CLI-only workflows for users who prefer not to use a GUI.
  • Where relevant, reference Linux-native tools (e.g., dig instead of nslookup) in troubleshooting or verification steps.
  • Ensure that all automation and scripting examples are available in both PowerShell and bash/CLI formats, and that neither is presented as the default or primary method.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-modules.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows Tools Powershell Heavy Windows First
Summary:
The documentation page exhibits subtle Windows bias, particularly in the section discussing configuration via management APIs. PowerShell is mentioned explicitly alongside REST API and Azure CLI, and the PowerShell link appears last, but no explicit Linux shell (bash) or cross-platform scripting examples are provided. There are no code snippets or command-line examples, but the only scripting tool mentioned by name is PowerShell, which is Windows-centric. There are no Linux-specific tools or workflows referenced, nor is there mention of Linux-first or cross-platform command-line usage.
Recommendations:
  • Include explicit bash/Azure CLI examples for configuring modules, especially for Linux users.
  • When referencing management APIs, clarify that Azure CLI is cross-platform and provide sample commands for both bash and PowerShell.
  • Avoid listing PowerShell as a primary or sole scripting example; if included, always pair with bash or CLI equivalents.
  • Add a note or section highlighting cross-platform parity and how Linux/macOS users can accomplish the same tasks.
  • Where possible, provide code snippets or command-line instructions for both Windows (PowerShell) and Linux (bash/CLI) environments.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-client.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows Tools Missing Linux Example
Summary:
The documentation references the 'Page Faults/Sec' performance counter, which is a Windows-specific monitoring tool, without mentioning Linux equivalents or providing cross-platform guidance. There are no Linux-specific commands, tools, or examples for monitoring memory pressure or other client-side issues.
Recommendations:
  • Include Linux equivalents for monitoring memory usage and page faults, such as referencing 'vmstat', 'top', or 'free' commands.
  • When mentioning Windows-specific tools (like 'Page Faults/Sec'), add parallel instructions for Linux environments.
  • Provide example commands or scripts for both Windows (e.g., using Performance Monitor) and Linux (e.g., using 'ps', 'vmstat', or 'htop') to ensure parity.
  • Review other troubleshooting steps to ensure that any platform-specific advice is balanced with alternatives for major operating systems.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-cache-arm-provision.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by presenting Azure PowerShell commands alongside Azure CLI, but with CLI examples referencing Bicep files (not ARM JSON), and PowerShell being used for cleanup. There are no explicit Linux shell or cross-platform cleanup examples, and the PowerShell example is the only one provided for deleting resources. The use of 'azurepowershell-interactive' for cleanup further centers Windows tooling. Additionally, the Azure Portal (web UI) is platform-agnostic but is not a substitute for command-line parity.
Recommendations:
  • Provide equivalent Bash (Linux/macOS) cleanup commands using Azure CLI, e.g., 'az group delete --name <resourceGroupName>'.
  • Ensure that ARM template deployment examples use the same template file (e.g., 'azuredeploy.json') for both CLI and PowerShell, and show both commands side-by-side.
  • Avoid using only PowerShell for interactive scripts; provide Bash alternatives or use Azure CLI for all cross-platform scenarios.
  • Clearly label which commands are cross-platform and which are Windows-specific, and avoid defaulting to PowerShell for tasks that can be accomplished with Azure CLI.
  • Consider including a table summarizing all deployment and cleanup options for Windows, Linux, and macOS users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/python-get-started.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
▼

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation demonstrates a Windows-first bias, particularly in the installation instructions for Python and the redis-py library. Windows-specific instructions and links are provided before or instead of Linux equivalents, and screenshots show Windows terminals. There are no explicit Linux/macOS command-line examples or screenshots, and the command-line usage section references the Windows-specific 'py' launcher and Windows Python FAQ, without mentioning Linux/macOS alternatives.
Recommendations:
  • Provide parallel installation instructions and links for Linux and macOS users alongside Windows instructions, not after or as an afterthought.
  • Include screenshots of terminal sessions from Linux/macOS environments, or use generic terminal screenshots where possible.
  • When referencing command-line usage, mention both 'python3' (Linux/macOS) and 'py' (Windows), and avoid linking only to Windows-specific documentation.
  • Explicitly state any OS-specific differences in commands, paths, or environment setup.
  • Ensure all code and command-line examples are cross-platform or provide OS-specific variants as appropriate.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/redis-cache-bicep-provision.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Powershell Heavy
Summary:
The documentation provides both Azure CLI and PowerShell examples for deploying and managing Azure Cache for Redis resources. However, PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI in all code example tabs, and is always presented immediately after CLI, rather than being de-emphasized or separated. There are no Linux-specific shell examples (e.g., Bash), and no mention of Linux tooling or patterns. The documentation assumes parity between CLI and PowerShell, but does not clarify that PowerShell is primarily a Windows tool, nor does it highlight Linux workflows or considerations.
Recommendations:
  • Explicitly mention that Azure CLI is cross-platform and available on Linux, macOS, and Windows, while PowerShell examples are primarily for Windows users.
  • Add Bash shell examples or clarify that Azure CLI commands can be run in Bash on Linux/macOS.
  • Consider presenting CLI (Bash) examples first, and PowerShell examples second, to avoid implicit Windows-first bias.
  • Add a note or section about installing and using Azure CLI on Linux, and link to relevant documentation.
  • Where appropriate, provide Linux-specific troubleshooting or environment setup tips.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/web-app-cache-howto.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

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 2019 on Windows, with no mention of Linux or cross-platform alternatives. There are no instructions for developing, running, or deploying the app from Linux or using non-Windows tools. The workflow and screenshots are all based on Windows tools and UI patterns.
Recommendations:
  • Add instructions for developing and running the ASP.NET app on Linux using cross-platform tools such as Visual Studio Code, JetBrains Rider, or the dotnet CLI.
  • Include examples for editing configuration files and running the app using the dotnet CLI, not just Visual Studio and IIS Express.
  • Provide deployment instructions using Azure CLI or GitHub Actions, which are platform-agnostic, in addition to Visual Studio publishing.
  • Mention how to install required dependencies (e.g., .NET SDK, StackExchange.Redis) on Linux distributions.
  • Add screenshots and workflow steps for Linux/macOS users where applicable.
  • Clarify in the prerequisites that the instructions are Windows-specific, and provide a parallel section or links for Linux/macOS users.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-connectivity.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary:
The documentation demonstrates a Windows bias by providing a PowerShell-based PSPING example for connectivity testing without offering a Linux equivalent. The use of PSPING (a Windows-specific tool) and PowerShell syntax, without mentioning or prioritizing Linux alternatives, may disadvantage Linux users. Additionally, the order and prominence of Windows tools and patterns suggest a Windows-first approach.
Recommendations:
  • Provide equivalent Linux connectivity testing examples, such as using 'nc' (netcat), 'telnet', or 'nmap' for port checks.
  • When introducing a tool like PSPING, explicitly mention its platform specificity and immediately offer a Linux alternative.
  • Balance the order of examples so that Linux and Windows instructions are presented together or alternate which comes first.
  • Where possible, use cross-platform tools (e.g., redis-cli, curl) in examples.
  • Add a table or section summarizing connectivity troubleshooting commands for both Windows and Linux.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/troubleshoot-timeouts.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a Windows bias by prioritizing Windows-centric tools, patterns, and examples. It references Windows-specific concepts (such as ThreadPool, performance counters, and .NET/StackExchange.Redis exceptions) without providing equivalent Linux guidance or examples. Linux is only briefly mentioned in a single section, and there are no Linux-specific troubleshooting commands or monitoring instructions. The use of XML configuration for RedisSessionStateProvider also assumes a .NET/Windows environment, and there is no parity for Linux-based client configuration or monitoring.
Recommendations:
  • Provide Linux-specific examples for monitoring CPU and network usage (e.g., using top, htop, vmstat, sar, or netstat).
  • Include equivalent Linux troubleshooting steps for ThreadPool or concurrency issues (e.g., using systemd, ulimit, or thread/process monitoring tools).
  • Offer sample configuration for popular Linux Redis clients (such as redis-py, Jedis, or Lettuce) alongside .NET examples.
  • Document how to collect and interpret relevant metrics on Linux systems, not just via Azure portal or Windows performance counters.
  • Ensure that all configuration and troubleshooting steps are presented for both Windows and Linux environments, or at least provide clear cross-references.
  • When mentioning tools or patterns (such as performance counters or XML configuration), also mention or link to Linux-native alternatives.
https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/redis/web-app-aspnet-core-howto.md [View Details]
Scanned: 2025-07-12 23:44 • Page-level bias detected
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Page-Level Analysis

Missing Linux Example Windows First
Summary:
The documentation page provides instructions and code samples that are platform-neutral in most places, but the 'Run the app locally' section uses 'dos' code blocks and refers to a 'command window' without clarifying cross-platform usage. There are no explicit Linux or macOS terminal instructions or examples, and no mention of Linux-specific tools or patterns. This may cause confusion for Linux users or suggest a Windows-first approach.
Recommendations:
  • Provide explicit Linux/macOS terminal instructions alongside Windows instructions, using 'bash' or 'sh' code blocks where appropriate.
  • Replace or supplement 'command window' with 'terminal' or 'shell', and clarify that the dotnet CLI commands work on all platforms.
  • Add a note or section confirming cross-platform compatibility, and if there are any platform-specific steps (such as environment variable configuration or file path differences), document them.
  • Include screenshots or terminal output examples from Linux/macOS environments, not just Windows.
  • Avoid using 'dos' code blocks unless the commands are truly Windows-specific; use 'console', 'bash', or 'shell' for cross-platform commands.