63
Total Pages
45
Linux-Friendly Pages
18
Pages with Bias
28.6%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues (18)

Page-Level Analysis

Windows First
Summary:
The documentation mentions PowerShell cmdlets before Azure CLI and REST API when describing programmatic scaling, which may suggest a Windows-first bias. However, no explicit PowerShell-only examples or exclusive references to Windows tools are present, and Azure CLI (cross-platform) is mentioned. There are no command-line examples at all, so Linux parity is not directly compromised, but the ordering could imply preference.
Recommendations:
  • When listing programmatic options, mention Azure CLI before or alongside PowerShell to reflect cross-platform parity (e.g., 'using Azure CLI, PowerShell cmdlets, or REST API').
  • Provide explicit examples for both Azure CLI and PowerShell where possible, ensuring Linux users have clear guidance.
  • Avoid language that prioritizes Windows tools unless there is a technical reason to do so.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation provides detailed guidance for Linux TCP settings in one section, but the majority of code and client library examples focus on .NET/ASP.NET and the StackExchange.Redis library, which are primarily associated with Windows development. There are no explicit Linux or cross-platform code samples, and the only client library-specific recommendations are for Microsoft-centric technologies. There are no PowerShell or Windows tool references, but the guidance implicitly assumes a Windows/.NET environment by default.
Recommendations:
  • Include equivalent examples and recommendations for popular Linux/Unix Redis client libraries (e.g., redis-py for Python, Jedis for Java, node-redis for Node.js) alongside StackExchange.Redis.
  • Provide cross-platform code samples or explicitly mention how the patterns apply to non-.NET environments.
  • When discussing configuration or code patterns, avoid focusing solely on ASP.NET or Microsoft.Extensions packages; mention alternatives for other platforms.
  • If referencing platform-specific settings (like Linux TCP settings), consider also mentioning any relevant Windows settings or explicitly state if none are needed.
  • Add a table or section summarizing best practices for different operating systems and client libraries to ensure parity.

Page-Level Analysis

Windows First Powershell Heavy Windows Tools
Summary:
The documentation page exhibits a subtle Windows bias. Command-line examples are consistently shown using the Windows (DOS) command prompt format (e.g., code blocks labeled as 'dos'), and no explicit Linux/bash shell examples are provided for redis-benchmark, despite the tool being cross-platform. The documentation refers to 'client VMs' generically, but the example commands and code formatting implicitly prioritize Windows users. While memtier-benchmark examples use bash syntax, redis-benchmark examples do not, and there is no mention of Linux-specific setup or usage patterns. There are also no references to Linux-native tools or package managers (e.g., apt, yum) for installing Redis, nor are there any PowerShell-specific commands, but the overall example and formatting order suggest a Windows-first approach.
Recommendations:
  • Provide both Windows (cmd/PowerShell) and Linux (bash/sh) command examples for redis-benchmark, using appropriate code block labels.
  • Explicitly mention installation steps for redis-benchmark on both Windows and Linux, including references to package managers (e.g., apt-get, yum, brew).
  • When referring to 'client VMs', clarify that both Windows and Linux VMs are supported and provide any OS-specific considerations.
  • Balance the order of examples so that Linux/bash examples are given equal prominence to Windows/cmd examples.
  • If referencing tools like stunnel, note installation and usage differences between Windows and Linux.
  • Consider adding a section or callout for common troubleshooting steps or environment setup for both Windows and Linux users.

Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation demonstrates a moderate Windows bias. While it mentions both Azure PowerShell and Azure CLI for configuring data persistence, the PowerShell instructions and references are presented before the CLI ones, and the CLI section is less detailed. There are no explicit Linux-specific examples or guidance, and the PowerShell environment is highlighted (including in prerequisites and Cloud Shell references) without equivalent emphasis on Linux-native tools or scripting. No Linux shell (bash) or OS-specific instructions/examples are provided outside of Azure CLI, and no mention is made of Linux-specific considerations or troubleshooting.
Recommendations:
  • Present Azure CLI (cross-platform) instructions before or alongside PowerShell instructions to avoid Windows-first ordering.
  • Add explicit bash/Linux shell script examples for common persistence management tasks, especially for automation scenarios.
  • Include notes or troubleshooting tips relevant to Linux environments (e.g., file permissions, CLI installation on Linux, integration with Linux-based automation tools).
  • Clarify that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows, and provide installation links for all platforms.
  • Where PowerShell is mentioned, also mention bash or other Linux-native scripting environments as alternatives.
  • Ensure screenshots and UI walkthroughs do not assume a Windows environment (e.g., avoid PowerShell-only Cloud Shell tabs).

Page-Level Analysis

Powershell Heavy Windows Tools Missing Linux Example Windows First
Summary:
The documentation page demonstrates a Windows bias by exclusively referencing PowerShell cmdlets and management instructions, without providing equivalent Azure CLI (cross-platform) or Bash examples. All automation and scripting guidance is centered on PowerShell, which is traditionally associated with Windows environments. There is no mention of Linux-native tools or cross-platform command-line alternatives, and PowerShell is presented as the primary or sole automation method.
Recommendations:
  • Provide equivalent Azure CLI examples for all PowerShell instructions, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • When referencing management tools, mention both PowerShell and Azure CLI, and present them in parallel or alternate the order to avoid 'windows_first' bias.
  • Include Bash scripting examples where relevant, especially for automation scenarios.
  • Explicitly state that PowerShell Core is cross-platform if recommending it, and clarify if the instructions work on Linux/macOS as well as Windows.
  • Add links to Azure CLI documentation for managing Azure Cache for Redis, and ensure parity of coverage between PowerShell and CLI.
  • Consider including screenshots or terminal output from Linux environments, not just Windows/PowerShell.

Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation page demonstrates a moderate Windows bias. PowerShell is presented as a primary automation tool for scaling, with explicit PowerShell examples and references. Azure CLI is also covered, but PowerShell instructions and links are consistently given before Azure CLI, and there are no explicit Linux/bash shell examples or references to Linux-specific tooling or patterns. There is no mention of Linux environments, nor are there any bash or shell script equivalents, which may make the documentation less approachable for Linux users.
Recommendations:
  • Provide bash/shell script equivalents for all PowerShell examples, especially for Azure CLI commands, to demonstrate usage in Linux/macOS environments.
  • When presenting automation options, alternate the order of PowerShell and Azure CLI, or present Azure CLI first to avoid implicit prioritization of Windows tools.
  • Explicitly mention that Azure CLI commands work cross-platform (Windows, Linux, macOS) and can be run in bash or other shells.
  • Include screenshots or terminal snippets from Linux environments where appropriate, not just from the Azure portal.
  • Add a section or note clarifying that all features and instructions are applicable to both Windows and Linux users, and provide links to Linux-specific setup guides for Azure CLI and PowerShell if needed.

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation exhibits a Windows bias by providing a connectivity verification example using the Windows-only 'tcping.exe' tool, without mentioning Linux alternatives. The only explicit command-line example is for Windows, and there is no parity example or tool recommendation for Linux users. Additionally, the documentation refers to PowerShell as a creation method before mentioning Azure CLI, which may subtly prioritize Windows-native tooling.
Recommendations:
  • Provide Linux-equivalent examples for connectivity verification, such as using 'nc' (netcat), 'nmap', or 'tcping' for Linux.
  • When listing creation methods, mention cross-platform tools (Azure CLI, ARM templates) before or alongside PowerShell to avoid implying a Windows-first workflow.
  • Explicitly state that the instructions and tools are applicable to both Windows and Linux, or provide separate sections/examples for each platform where relevant.
  • For any tool recommendations (like 'tcping'), include links or installation instructions for both Windows and Linux versions, or suggest platform-agnostic alternatives.

Page-Level Analysis

Windows First Powershell Heavy
Summary:
The documentation lists PowerShell (a Windows-centric tool) before Azure CLI (cross-platform) in both the quickstart table and 'Next steps' section, suggesting a subtle Windows-first bias. There are no explicit Linux-only examples or tools, but the ordering and inclusion of PowerShell may imply a preference for Windows environments.
Recommendations:
  • List Azure CLI before PowerShell in tables and 'Next steps' sections, as Azure CLI is cross-platform and more inclusive for Linux users.
  • Explicitly mention that Azure CLI works on Linux, macOS, and Windows to encourage non-Windows users.
  • Consider adding a Linux-specific example or note, such as using Bash or curl for event handling, to further improve Linux parity.
  • If PowerShell is included, clarify that PowerShell Core is available cross-platform, or link to instructions for installing it on Linux.

Page-Level Analysis

Windows Tools Powershell Heavy Missing Linux Example Windows First
Summary:
The documentation page demonstrates a Windows bias by referencing Windows-specific tools (AzCopy, PowerShell cmdlets) for key migration steps without mentioning Linux equivalents or alternatives. PowerShell is presented as the primary scripting interface for import/export operations, and no Linux command-line or cross-platform examples are provided. This may hinder users on Linux or macOS from following the migration steps easily.
Recommendations:
  • For every mention of PowerShell cmdlets (e.g., Import-AzRedisCache, Export-AzRedisCache), provide equivalent Azure CLI commands or REST API examples, which are cross-platform.
  • When referencing AzCopy, clarify that it is available for Linux and macOS as well, and provide example commands for those platforms.
  • Include Linux shell (bash) examples for file operations and cache management tasks, not just Windows/PowerShell.
  • Explicitly mention that all steps can be performed from Linux/macOS and provide links or references to relevant documentation.
  • Where possible, avoid presenting Windows tools or patterns first; instead, present cross-platform solutions or provide both Windows and Linux/macOS options side by side.

Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation demonstrates a Windows bias by providing PowerShell as the only explicit example for configuring certain settings (such as the 'databases' parameter), mentioning PowerShell and CLI together but only linking to PowerShell examples, and omitting Linux-specific or cross-platform command-line examples. There is no mention of Linux shell commands or parity in scripting, and the documentation does not provide equivalent Bash/Azure CLI walkthroughs where PowerShell is referenced.
Recommendations:
  • Provide Azure CLI (az) command examples alongside or before PowerShell examples for all configuration tasks, especially for settings like 'databases' during cache creation.
  • Include explicit Bash/Linux shell command examples where scripting or automation is discussed.
  • Ensure that links to management client documentation include both PowerShell and Azure CLI (and, where relevant, REST API) guides.
  • When referencing command-line management, avoid listing PowerShell first by default; alternate or list CLI first to balance perceived platform preference.
  • Add a section or callout for Linux/macOS users, clarifying that all features are available cross-platform and showing parity in tooling.
  • Audit all screenshots and UI instructions to ensure they do not assume a Windows environment.

Page-Level Analysis

Windows First Powershell Heavy Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias by prioritizing Azure Portal (GUI) and Azure PowerShell instructions before Azure CLI, and by providing only PowerShell scripting examples for automation before CLI equivalents. There are no explicit Linux shell or cross-platform scripting examples (e.g., Bash), and the workflow assumes familiarity with Windows-centric tools and patterns.
Recommendations:
  • Provide Azure CLI and Bash scripting examples alongside or before PowerShell examples to ensure parity for Linux and cross-platform users.
  • Explicitly mention that Azure CLI commands work on Windows, Linux, and macOS, and provide guidance for running them in Bash or other common Linux shells.
  • Where automation is discussed, include both PowerShell and Bash/CLI scripts, and clarify any OS-specific prerequisites or differences.
  • Consider including screenshots or walkthroughs for Azure CLI in Cloud Shell (which is cross-platform) in addition to Azure Portal.
  • Review terminology and instructions to ensure they are not implicitly Windows-centric (e.g., avoid assuming use of PowerShell or Windows file paths).

Page-Level Analysis

Windows Tools Windows First Missing Linux Example
Summary:
The documentation page demonstrates a Windows bias in its troubleshooting guidance. While it mentions the cross-platform redis-cli tool, it provides a connectivity test example using PSPING in Azure PowerShell (a Windows-specific tool) without offering a Linux equivalent. The order of presentation also places the Windows tool example before any Linux alternatives, and no Linux-native command (such as nc or telnet) is suggested for connectivity testing.
Recommendations:
  • Provide Linux-native command examples (e.g., using nc or telnet) alongside or before Windows-specific tools like PSPING.
  • Clearly indicate which tools/commands are platform-specific and offer parity in troubleshooting steps for both Windows and Linux users.
  • Consider reordering examples so that cross-platform or Linux tools are not always presented after Windows tools.
  • Include a table or section summarizing equivalent commands for Windows, Linux, and macOS environments.

Page-Level Analysis

Powershell Heavy Windows First Missing Linux Example
Summary:
The documentation references PowerShell explicitly as a method to trigger the Redis version upgrade, and does not provide Linux-specific command-line examples or mention Linux tools. The ordering of upgrade methods (REST API, Azure CLI, PowerShell) puts PowerShell before any Linux-specific shell or scripting environment. There are no examples or instructions tailored for Linux users.
Recommendations:
  • Include explicit Linux shell (bash) examples for triggering the upgrade, alongside PowerShell.
  • Clarify that Azure CLI is cross-platform and provide sample commands for both Windows (PowerShell) and Linux (bash).
  • Avoid listing PowerShell before Linux equivalents unless there is a technical reason; consider rotating or randomizing order, or grouping by platform.
  • Add notes or links to Linux-specific documentation or troubleshooting where relevant.

Page-Level Analysis

Windows First Missing Linux Example
Summary:
The documentation page focuses on using the Azure portal UI for configuration, which is platform-agnostic but visually and procedurally most familiar to Windows users. There are no command-line examples (PowerShell or otherwise), but the only CLI reference is a link to Azure CLI documentation, without any direct Linux or cross-platform command examples. There is no mention of Linux-specific workflows or screenshots, and the UI-centric approach may implicitly favor Windows users.
Recommendations:
  • Add explicit Azure CLI command examples for enabling and configuring Microsoft Entra ID authentication, demonstrating usage on both Windows and Linux terminals.
  • Include screenshots or terminal output from Linux environments to ensure parity.
  • If PowerShell or Windows-specific tools are referenced in other sections, ensure equivalent Bash or Linux-native instructions are provided.
  • Clarify that the Azure portal is accessible from any OS, and provide guidance for users who prefer CLI or automation.

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 it consistently lists PowerShell after CLI and does not provide any Linux- or macOS-specific instructions or examples. There are no references to Linux-native tools, Bash scripts, or cross-platform shell usage. The focus on PowerShell, which is traditionally associated with Windows, and the absence of explicit Linux/Bash examples or notes about cross-platform usage, indicate a mild Windows bias.
Recommendations:
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows, and provide example shell prompts (e.g., $ for Bash, PS> for PowerShell) to clarify cross-platform compatibility.
  • Add Bash-specific examples or notes where appropriate, especially for scripting or automation scenarios.
  • Where PowerShell is referenced, clarify that PowerShell Core is available cross-platform, or provide equivalent Bash/Unix shell commands if possible.
  • Include a section or note about running these commands on Linux/macOS, including any prerequisites or differences (e.g., installation of Azure CLI or PowerShell Core).
  • Ensure screenshots and UI instructions do not assume a Windows environment unless unavoidable.

Page-Level Analysis

Windows First Windows Tools Powershell Heavy
Summary:
The documentation demonstrates a mild Windows bias. Windows-specific tools and patterns (such as Azure PowerShell and references to Windows Terminal) are mentioned alongside or before Linux equivalents. The instructions for Windows users focus on using WSL to run Linux tools, rather than providing native Windows redis-cli options. Additionally, Azure PowerShell is highlighted as a method to retrieve cache keys, which is a Windows-centric tool, and is listed before the Azure portal in some places.
Recommendations:
  • Provide native redis-cli installation instructions for Windows (e.g., using precompiled binaries or Chocolatey), not just via WSL.
  • Ensure that Linux and macOS instructions are as detailed and prominent as Windows instructions.
  • List cross-platform methods (such as Azure CLI and Azure portal) before platform-specific tools like Azure PowerShell.
  • When referencing tools like Windows Terminal, also mention equivalent terminal options for Linux and macOS.
  • Balance the order of examples and tool mentions so that Windows is not always listed first or given more prominence.

Page-Level Analysis

Powershell Heavy Windows Tools Windows First
Summary:
The documentation page exhibits a moderate Windows bias, primarily through the exclusive mention of PowerShell cmdlets (Export/Import-AzRedisCache) and the lack of equivalent CLI or Linux-native instructions. AzCopy is referenced without specifying cross-platform usage, and PowerShell is suggested as a primary automation tool. No Linux shell, Azure CLI, or cross-platform scripting examples are provided, and Windows-centric tools are mentioned before any alternatives.
Recommendations:
  • Provide Azure CLI equivalents for all PowerShell cmdlets (e.g., az redis export, az redis import) and include them alongside or before PowerShell examples.
  • Explicitly mention that AzCopy is cross-platform and provide example commands for Linux/macOS shells.
  • Include bash or shell script examples for exporting/importing RDB files, especially for users on Linux.
  • Where automation is discussed, reference both PowerShell and bash scripting, or use language-agnostic pseudocode.
  • Add a section or callouts for Linux/macOS users, ensuring parity in tooling and instructions.

Page-Level Analysis

Windows First Missing Linux Example Windows Tools
Summary:
The documentation demonstrates a mild Windows bias. While it is generally cross-platform, it references Windows-specific tools and patterns (such as performance counters and XML configuration for RedisSessionStateProvider) without providing equivalent Linux guidance or examples. The only explicit Linux mention is a brief pointer to another article for TCP settings, with no in-place Linux monitoring or troubleshooting examples. Windows monitoring methods (like performance counters) are mentioned without Linux alternatives, and the order of presentation often assumes Windows as the default environment.
Recommendations:
  • Provide Linux equivalents for all monitoring and troubleshooting steps, such as using top, vmstat, free, or sar for CPU and memory monitoring instead of only referencing Windows performance counters.
  • Include Linux configuration examples for Redis client settings, not just XML-based (typically Windows/.NET) examples.
  • When referencing tools or metrics (e.g., performance counters), mention both Windows and Linux approaches side by side.
  • Expand the 'TCP settings for Linux based client applications' section to include concrete troubleshooting steps and examples directly in this document, rather than just linking out.
  • Ensure that troubleshooting steps and examples are presented in a platform-neutral order, or explicitly provide both Windows and Linux options in each relevant section.