Azure Cache For Redis

68
Total Pages
43
Linux-Friendly Pages
25
Pages with Bias
36.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

187 issues found
Showing 26-50 of 187 flagged pages
Azure Cache For Redis Use redis-cli ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation page demonstrates a moderate Windows bias. Windows-specific instructions (WSL, Windows Terminal) are given prominence, and Windows tools (Azure PowerShell) are mentioned alongside or before Linux equivalents (Azure CLI). The guidance for Windows users relies on WSL rather than native redis-cli, and PowerShell is referenced as a primary method for retrieving cache keys, with Linux alternatives (Azure CLI) not consistently prioritized.
Recommendations
  • Provide native redis-cli installation instructions for Windows (e.g., using pre-built binaries or Chocolatey), not just via WSL.
  • List Azure CLI (cross-platform) methods before Azure PowerShell when describing how to retrieve cache keys.
  • Include explicit Linux terminal examples and clarify that redis-cli commands are identical across platforms.
  • Mention cross-platform graphical tools (like RedisInsight) earlier and emphasize their parity.
  • Avoid referencing Windows-specific tools (e.g., Windows Terminal) unless also mentioning Linux/macOS equivalents (e.g., GNOME Terminal, iTerm2).
GitHub Create Pull Request
Azure Cache For Redis How to upgrade the Redis version of Azure Cache for Redis ...articles/azure-cache-for-redis/cache-how-to-upgrade.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by prioritizing Azure Portal (a GUI tool most commonly used on Windows) for upgrade instructions, and by providing PowerShell examples for command-line upgrades. While Azure CLI examples are included, there are no Linux-specific instructions, screenshots, or references to Linux-native tools or workflows. The documentation does not mention Linux environments, nor does it address platform-specific considerations or parity in upgrade processes.
Recommendations
  • Add explicit instructions and screenshots for performing upgrades using Azure CLI on Linux, including any platform-specific considerations.
  • Include Bash shell examples alongside PowerShell, especially for scripting upgrade operations.
  • Mention and address any differences in experience or requirements when using Azure CLI or portal from Linux/macOS systems.
  • Clarify that Azure CLI is cross-platform and provide guidance for installation and usage on Linux.
  • Avoid implying that PowerShell is the default or preferred method; present CLI and PowerShell examples with equal prominence.
  • If relevant, discuss automation or scripting options using Linux-native tools (e.g., cron jobs, shell scripts) for Redis upgrades.
GitHub Create Pull Request
Azure Cache For Redis Migrate to Azure Cache for Redis ...rticles/azure-cache-for-redis/cache-migration-guide.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
🔧 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 critical migration steps, without providing equivalent Linux or cross-platform alternatives. The examples and instructions prioritize or exclusively mention Windows tooling, and there are no explicit Linux command-line or scripting examples. This may hinder Linux users or those working in cross-platform environments.
Recommendations
  • For each step that references AzCopy, clarify that AzCopy is cross-platform and provide example commands for both Windows (cmd/PowerShell) and Linux (bash).
  • When mentioning PowerShell cmdlets (Import-AzRedisCache, Export-AzRedisCache), provide equivalent Azure CLI commands if available, or note their absence.
  • Explicitly include Linux/bash command examples for tasks like copying files to Azure Storage, such as using 'az storage blob upload' or 'azcopy' from a bash shell.
  • Add a note or section addressing migration from Linux environments, including any differences in file paths, permissions, or tool usage.
  • Ensure that all code snippets and tool references are either cross-platform or have both Windows and Linux examples, and avoid assuming the user is on Windows.
GitHub Create Pull Request
Azure Cache For Redis Remove TLS 1.0 and 1.1 from use with Azure Cache for Redis ...ticles/azure-cache-for-redis/cache-remove-tls-10-11.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell scripts and instructions for checking and configuring TLS settings on Azure Cache for Redis. There are no equivalent Linux or cross-platform command-line examples (e.g., Bash, OpenSSL, curl, or Azure CLI for existing caches). The guidance for .NET and .NET Core also assumes familiarity with Windows environments and tools, and the PowerShell script is presented as the primary method for verification, with no mention of Linux alternatives.
Recommendations
  • Provide equivalent Linux/Bash examples for checking TLS versions, such as using OpenSSL or curl to test supported protocols.
  • Include Azure CLI commands for checking and configuring TLS settings, especially for existing caches, and clarify CLI limitations.
  • Add cross-platform instructions for scripting (e.g., Python, Bash) to verify TLS support.
  • Reorder instructions to present platform-neutral or cross-platform methods before Windows/PowerShell-specific ones.
  • Explicitly mention how Linux users can perform the same checks and configurations, and link to relevant tools or documentation.
GitHub Create Pull Request
Azure Cache For Redis Redis version 4 retirement ...ticles/azure-cache-for-redis/cache-retired-features.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation references PowerShell as a method to trigger the Redis upgrade, and mentions Azure CLI and REST API, but does not provide any Linux-specific examples or mention Linux shell commands. The order of tools listed (REST API, Azure CLI, PowerShell) is neutral, but the explicit mention of PowerShell without equivalent Linux shell examples suggests a slight Windows bias. There are no examples or instructions tailored for Linux users.
Recommendations
  • Include explicit Linux shell (bash) examples for triggering Redis upgrades, alongside PowerShell.
  • Clarify that Azure CLI is cross-platform and provide sample commands for both Windows (PowerShell) and Linux (bash).
  • Add instructions or links for Linux users to check Redis version and perform upgrades using native tools.
  • Ensure parity in tool recommendations by mentioning Linux-friendly options (e.g., curl for REST API calls) and providing sample usage.
GitHub Create Pull Request
Azure Cache For Redis Migrate from VNet injection caches to Private Link caches ...articles/azure-cache-for-redis/cache-vnet-migration.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page shows evidence of Windows bias, primarily through the use of PowerShell cmdlets as the only example for exporting and importing RDB files, and by mentioning AzCopy (a Microsoft tool) for file transfer. There are no Linux shell or CLI examples, and Windows-centric tools and patterns are referenced before any cross-platform or Linux alternatives. The instructions do not provide parity for Linux users, such as using Bash, Azure CLI, or Linux-native utilities.
Recommendations
  • Add Linux/Bash examples for exporting and importing RDB files, using Azure CLI or REST API instead of only PowerShell.
  • Include instructions for copying RDB files using Linux-native tools (e.g., curl, scp, rsync) in addition to AzCopy.
  • Present cross-platform options first, or side-by-side, rather than defaulting to Windows/PowerShell tools.
  • Explicitly mention platform compatibility for each tool or command, and link to relevant Linux documentation.
  • Ensure that all migration steps can be performed from both Windows and Linux environments, with clear examples for each.
GitHub Create Pull Request
Azure Cache For Redis Troubleshoot connectivity ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias in the 'Test connectivity' section, where the use of PSPING in Azure PowerShell is presented as the alternative to redis-cli, without mentioning an equivalent Linux tool (such as netcat, telnet, or nmap). The example provided is Windows-specific, and no Linux command-line alternative is given. Additionally, Windows/PowerShell tooling is mentioned before any Linux equivalent, reinforcing a Windows-first approach.
Recommendations
  • Provide Linux equivalents for connectivity testing, such as netcat (nc), telnet, or nmap, alongside PSPING.
  • Present both Windows and Linux examples in parallel, or alternate which platform is presented first.
  • Explicitly mention that PSPING is a Windows tool and suggest cross-platform alternatives.
  • Ensure troubleshooting steps and tooling recommendations are platform-agnostic or cover both major OS families.
GitHub Create Pull Request
Azure Cache For Redis How to configure Azure Cache for Redis ...main/articles/azure-cache-for-redis/cache-configure.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 providing PowerShell as the only explicit example for configuring certain settings (e.g., 'databases' during cache creation), mentioning PowerShell before CLI or other management clients, and not providing equivalent Linux shell (bash) or cross-platform CLI examples. There are no Linux-specific instructions or examples, and Windows tools/patterns (PowerShell) are referenced preferentially.
Recommendations
  • Provide Azure CLI (bash) examples alongside or before PowerShell examples for all configuration steps, especially for settings like 'databases' during cache creation.
  • Explicitly mention that all management operations can be performed from Linux/macOS using Azure CLI, and provide sample commands.
  • Ensure that screenshots and instructions are not Windows-centric (e.g., avoid showing only Windows UI elements or PowerShell terminals).
  • Where PowerShell is referenced, add equivalent bash/CLI commands and links to cross-platform documentation.
  • Review all examples and instructions to ensure Linux users are equally supported and not required to adapt Windows-specific steps.
GitHub Create Pull Request
Azure Cache For Redis Best practices for scaling ...es/azure-cache-for-redis/cache-best-practices-scale.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 references PowerShell cmdlets as a primary method for programmatically scaling Azure Cache for Redis, listing it before Azure CLI and REST API. There are no explicit Linux-specific examples or mentions of Linux-native tools (such as Bash scripts or Linux shell commands), and no sample commands are provided for either platform. The ordering and emphasis on PowerShell may suggest a Windows-first bias, and the lack of Linux examples or parity in tooling references can make the documentation less accessible to Linux users.
Recommendations
  • Provide explicit examples for both PowerShell (Windows) and Bash/Azure CLI (Linux/macOS) when describing programmatic scaling.
  • Ensure that Azure CLI commands are given equal prominence to PowerShell, possibly listing CLI first or side-by-side.
  • Mention that Azure CLI is cross-platform and suitable for Linux/macOS users.
  • Add sample scripts or command snippets for Linux environments, such as Bash or shell scripts.
  • Clarify that REST API usage is platform-agnostic and provide example requests using curl or similar Linux tools.
GitHub Create Pull Request
Azure Cache For Redis Migrate to Azure Cache for Redis ...rticles/azure-cache-for-redis/cache-migration-guide.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 Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific tools (AzCopy), providing PowerShell cmdlet examples (Import-AzRedisCache, Export-AzRedisCache), and omitting equivalent Linux/Unix command-line examples or alternatives. The documentation does not mention or demonstrate Linux-native tools (such as Azure CLI or rsync) for migration steps, nor does it provide bash or shell script examples. Windows tools and patterns are mentioned exclusively or before any cross-platform alternatives.
Recommendations
  • Include Azure CLI equivalents for all PowerShell cmdlets (e.g., az redis import/export).
  • Provide Linux/Unix command-line examples for copying files (e.g., using azcopy, az storage blob upload, or scp/rsync).
  • When mentioning AzCopy, clarify that it is cross-platform and provide installation/use instructions for Linux/macOS.
  • Add bash/shell script examples alongside PowerShell examples.
  • Explicitly state that all migration steps can be performed from Linux, and link to relevant Linux tool documentation.
  • Ensure that Linux-native tools and examples are presented at parity with, or before, Windows-specific tools.
GitHub Create Pull Request
Azure Cache For Redis Data persistence ...re-cache-for-redis/cache-how-to-premium-persistence.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 Windows bias by providing detailed instructions and examples for Azure PowerShell (which is primarily associated with Windows environments) before Azure CLI, and by referencing PowerShell-specific installation and usage steps. There are no explicit Linux-specific examples or mentions of Linux-native tools or patterns, and the CLI instructions do not clarify Linux usage or differences. The documentation also references the Azure portal and ARM templates, which are cross-platform, but command-line instructions lean toward Windows-centric tools and workflows.
Recommendations
  • Add explicit Linux usage notes and examples, especially for Azure CLI, clarifying any differences in syntax, environment setup, or file paths.
  • Provide bash shell script examples for common persistence operations, such as exporting or importing data, alongside PowerShell examples.
  • Clarify that Azure CLI commands work on Linux, macOS, and Windows, and provide installation instructions for Linux distributions.
  • Where PowerShell is referenced, also mention alternatives for Linux users (e.g., bash, zsh) and provide parity in scripting examples.
  • Include troubleshooting tips or notes for Linux environments, such as file permissions, environment variables, or storage mounting specifics.
GitHub Create Pull Request
Azure Cache For Redis Azure Cache for Redis with Azure Private Link ...n/articles/azure-cache-for-redis/cache-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 Windows bias in several ways. The step-by-step instructions for creating resources are exclusively based on the Azure portal UI, which is most commonly used on Windows. The scripting examples for resource management are presented first in Azure PowerShell (a Windows-centric tool), with Azure CLI examples provided afterwards. There are no Linux-specific shell or automation examples (e.g., bash, scripting with curl, or REST API via Linux tools), nor is there any mention of Linux-native tools or workflows. The documentation does not reference Linux environments, nor does it provide parity for Linux users in terms of command-line or scripting guidance.
Recommendations
  • Provide Linux-first or cross-platform examples, such as bash scripts using Azure CLI, and clarify that Azure CLI is available on Windows, Linux, and macOS.
  • Include REST API examples using curl or httpie, which are common on Linux systems.
  • Add explicit notes or sections for Linux users, such as how to install and use Azure CLI on Linux, or how to automate tasks with bash.
  • Ensure that scripting examples are not always presented with PowerShell first; alternate the order or provide both side-by-side.
  • Mention that the Azure portal is web-based and accessible from any OS, but also highlight command-line alternatives for users who prefer Linux environments.
GitHub Create Pull Request
Azure Cache For Redis Reboot, Flush, and Schedule Updates Azure Cache for Redis ...articles/azure-cache-for-redis/cache-administration.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 Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively providing PowerShell examples and references for management tasks such as rebooting and scheduling updates. There is no mention of Linux-specific tools or command-line examples (e.g., Bash, Azure CLI usage on Linux), nor are cross-platform instructions provided. PowerShell and its cmdlets are referenced as the primary or only method for scripting and automation, which may disadvantage Linux users or those preferring non-Windows environments.
Recommendations
  • Add equivalent Azure CLI examples for all management tasks (reboot, flush, schedule updates), with explicit instructions for Linux/macOS users.
  • Include Bash shell command examples where appropriate, especially for scripting or automation tasks.
  • Reference cross-platform tools (such as Azure CLI) before or alongside PowerShell, ensuring parity in documentation order and detail.
  • Clarify that PowerShell is available on Linux/macOS, but also provide native Linux shell alternatives to avoid implicit Windows-first bias.
  • Where screenshots or UI instructions are given, note any differences in experience for Linux users (e.g., portal accessibility, CLI usage).
GitHub Create Pull Request
Azure Cache For Redis Configure active geo-replication for Enterprise Azure Cache for Redis instances ...cache-for-redis/cache-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 Azure PowerShell examples for configuring geo-replication, but PowerShell (a Windows-centric tool) is given equal prominence to CLI, and no explicit Linux shell (bash) examples are provided. There are no references to Linux-specific tools, nor are there instructions or screenshots for Linux environments. The CLI examples are generic, but the PowerShell examples and terminology may suggest a Windows-first approach. There is no mention of Linux-specific considerations, nor are there instructions for using bash scripts or Linux terminal environments.
Recommendations
  • Add explicit bash shell examples alongside Azure CLI commands to demonstrate usage in Linux environments.
  • Clarify that Azure CLI commands work cross-platform (Windows, Linux, macOS) and provide sample terminal output for Linux.
  • Include screenshots or instructions for Linux terminal environments where relevant.
  • Mention Linux-specific considerations, such as authentication methods or environment setup, if any.
  • Consider reducing the prominence of PowerShell or balancing it with bash scripting examples to avoid Windows bias.
GitHub Create Pull Request
Azure Cache For Redis Scale an Azure Cache for Redis instance ...n/articles/azure-cache-for-redis/cache-how-to-scale.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 consistently presenting PowerShell examples before Azure CLI, referencing PowerShell-specific cmdlets, and omitting explicit Linux shell (bash/zsh) examples. There is no mention of Linux-specific tools, nor are there any screenshots or instructions tailored for Linux users. The CLI examples are generic and do not clarify usage in Linux environments, and PowerShell is referenced as a primary automation tool, which is more common on Windows.
Recommendations
  • Add explicit bash/zsh examples for Azure CLI commands, including usage in Linux shells.
  • Include notes or sections on running Azure CLI in Linux environments, such as installation and authentication steps.
  • Present Azure CLI examples before PowerShell examples, or alternate their order to avoid Windows-first bias.
  • Mention cross-platform compatibility for all tools, clarifying that Azure CLI and PowerShell Core are available on Linux and macOS.
  • Include screenshots or instructions for Linux terminal environments where appropriate.
  • Reference Linux-native tools (e.g., redis-cli) where relevant, especially in sections discussing direct Redis connections.
GitHub Create Pull Request
Azure Cache For Redis Troubleshoot connectivity ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates Windows bias primarily in the 'Test connectivity' section, where the use of the Windows-only 'psping' tool in Azure PowerShell is presented as the alternative to redis-cli, with no Linux equivalent or example provided. The page references Azure PowerShell and Windows-centric tools before mentioning or omitting Linux alternatives, despite the presence of Linux-based client troubleshooting elsewhere.
Recommendations
  • Provide a Linux equivalent for 'psping', such as using 'nc' (netcat), 'telnet', or 'nmap' to test connectivity.
  • Include explicit Linux command-line examples alongside Windows/PowerShell examples in all troubleshooting steps.
  • Clarify tool availability and platform compatibility when suggesting diagnostic commands.
  • Ensure parity in troubleshooting guidance for both Windows and Linux environments, especially in sections where Windows tools are referenced first or exclusively.
GitHub Create Pull Request
Azure Cache For Redis Use redis-cli ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation page demonstrates a moderate Windows bias. Windows-specific patterns and tools (such as WSL and Windows Terminal) are mentioned prominently and often before or in more detail than their Linux equivalents. The instructions for Windows rely on installing WSL to run Linux redis-cli, rather than providing native Windows alternatives or acknowledging cross-platform parity. Additionally, Azure PowerShell is referenced alongside Azure CLI for key retrieval, with PowerShell being a Windows-centric tool.
Recommendations
  • Provide explicit Linux and macOS instructions and examples alongside Windows instructions, ensuring equal detail and visibility.
  • Mention native Windows redis-cli alternatives, if available, or clarify the lack thereof.
  • When referencing Azure CLI and PowerShell, clarify that Azure CLI is cross-platform, and suggest it as the default for Linux/macOS users.
  • Avoid positioning Windows-specific tools (WSL, Windows Terminal) as the primary or only way to use redis-cli on Windows; discuss any native options or third-party builds.
  • Ensure that Linux instructions are not only present but also given equal prominence and detail as Windows instructions.
GitHub Create Pull Request
Azure Cache For Redis Managed identity for storage accounts ...ticles/azure-cache-for-redis/cache-managed-identity.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 demonstrates a moderate Windows bias. While it mentions both Azure CLI and Azure PowerShell, the PowerShell example is given equal prominence to the CLI example, and the documentation refers to the Azure portal (which is cross-platform but often associated with Windows workflows). There are no explicit Linux shell (bash) examples, and no mention of Linux-specific tools or workflows. The CLI example is generic, but the PowerShell example is specifically called out, and the page metadata includes 'devx-track-azurepowershell' before 'devx-track-azurecli', suggesting a slight prioritization of Windows/PowerShell. There are no explicit Linux screenshots or terminal examples, and no mention of using these features from a Linux environment.
Recommendations
  • Add explicit bash/Linux shell examples alongside PowerShell and Azure CLI, especially for common tasks like enabling managed identity.
  • Ensure that Azure CLI examples use syntax and conventions that are tested and known to work on Linux/macOS terminals (e.g., avoid Windows-style line continuations or quoting).
  • Include a note or section confirming that all features and commands work equally on Linux, macOS, and Windows, and mention any OS-specific considerations if they exist.
  • Consider adding screenshots or terminal output from Linux environments to visually reinforce cross-platform support.
  • In metadata and ordering, list Azure CLI before PowerShell to reflect its cross-platform nature.
GitHub Create Pull Request
Azure Cache For Redis Remove TLS 1.0 and 1.1 from use with Azure Cache for Redis ...ticles/azure-cache-for-redis/cache-remove-tls-10-11.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 only PowerShell scripts and examples for checking and configuring TLS settings, with no equivalent Linux/bash commands or scripts. Windows/PowerShell tools are mentioned first and exclusively, while Linux alternatives are absent. The instructions for Azure CLI are minimal and do not cover changing TLS settings for existing caches, and there are no bash or Linux-native examples for checking TLS support.
Recommendations
  • Add bash or shell script examples for checking TLS versions on Linux, using tools like openssl or nmap.
  • Provide Azure CLI commands for both Windows and Linux environments, and clarify cross-platform limitations.
  • Include instructions for Linux users on how to run equivalent checks and configuration steps, such as using curl, openssl, or other standard Linux utilities.
  • Balance the order of presentation so that Windows and Linux options are given equal prominence, or group them by platform.
  • Explicitly mention any platform-specific requirements or limitations for each method.
GitHub Create Pull Request
Azure Cache For Redis Redis version 4 retirement ...ticles/azure-cache-for-redis/cache-retired-features.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 Tools Missing Linux Example
Summary
The documentation mentions PowerShell as a method for triggering the Redis version upgrade, but does not provide equivalent Linux-specific examples (such as Bash or shell commands). The tools listed (REST API, Azure CLI, PowerShell) are presented together, but PowerShell is a Windows-centric tool and is mentioned without clarifying cross-platform usage. There are no explicit Linux command examples or references to Linux-specific workflows, which may disadvantage Linux users.
Recommendations
  • Include explicit Bash or shell command examples for Linux users alongside PowerShell examples.
  • Clarify that Azure CLI and REST API are cross-platform and provide sample usage for both Windows and Linux environments.
  • If PowerShell is mentioned, note that PowerShell Core is available on Linux, or provide alternative commands for Linux users.
  • Add a section or note highlighting Linux parity and any differences in upgrade procedures or tooling.
GitHub Create Pull Request
Azure Cache For Redis Migrate from VNet injection caches to Private Link caches ...articles/azure-cache-for-redis/cache-vnet-migration.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 Tools Windows First
Summary
The documentation page exhibits Windows bias by referencing PowerShell cmdlets (Export/Import-AzRedisCache) as the primary or only example for exporting and importing RDB files, and mentioning AzCopy (a Microsoft tool commonly used on Windows) for file transfer. There are no Linux-specific CLI examples (such as Bash, Azure CLI, or Linux-native tools), and Windows-centric tools are mentioned before any cross-platform alternatives. The documentation does not provide parity for Linux users in terms of migration commands or procedures.
Recommendations
  • Add equivalent Azure CLI commands for exporting and importing Redis cache data, alongside PowerShell examples.
  • Provide examples using Bash scripts or Linux-native tools for copying RDB files, such as using 'scp', 'rsync', or Azure CLI 'az storage blob upload'.
  • Explicitly mention that AzCopy is cross-platform and provide installation/use instructions for Linux and macOS.
  • Ensure that migration steps and tooling are presented in a platform-neutral order, or provide both Windows and Linux examples side-by-side.
  • Reference open-source or platform-agnostic tools for Redis migration, and clarify any platform-specific requirements.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-active-geo-replication.md ...cache-for-redis/cache-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 PowerShell examples for configuring geo-replication, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and no Linux-specific shell examples (such as Bash scripts or usage from Linux terminals) are provided. There are no references to Linux tools or patterns, and no explicit mention of Linux environments or parity. The examples and instructions implicitly assume familiarity with Windows tools and the Azure Portal, which is most commonly used on Windows.
Recommendations
  • Add explicit Bash or shell script examples for Linux users, demonstrating equivalent operations using Azure CLI from a Linux terminal.
  • Clarify that Azure CLI commands work cross-platform and provide guidance for Linux/Mac users (e.g., installation, authentication).
  • Mention Linux-specific considerations (such as environment variables, file paths, or authentication differences) where relevant.
  • Ensure that PowerShell is not presented as the only or primary scripting option; consider listing Azure CLI (cross-platform) examples before PowerShell.
  • Add a note or section on how to perform these tasks in a Linux environment, including troubleshooting tips for Linux users.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-best-practices-scale.md ...es/azure-cache-for-redis/cache-best-practices-scale.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 references PowerShell cmdlets as a primary method for programmatically scaling Azure Cache for Redis, listing it before Azure CLI and REST API. There are no explicit Linux shell (bash) or cross-platform CLI examples, and PowerShell is mentioned without equivalent Linux-specific instructions. This ordering and lack of parity may suggest a Windows-centric bias.
Recommendations
  • Provide explicit bash/Azure CLI examples for Linux users alongside PowerShell examples.
  • List Azure CLI before PowerShell when describing cross-platform automation options, or present both equally.
  • Clarify that all programmatic methods (PowerShell, Azure CLI, REST API) are cross-platform, and link to Linux-specific usage guides where appropriate.
  • Avoid implying PowerShell is the default or preferred method unless justified by usage data.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-premium-persistence.md ...re-cache-for-redis/cache-how-to-premium-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 by providing detailed PowerShell instructions and references, listing PowerShell before Azure CLI in prerequisites and setup sections, and omitting explicit Linux shell or scripting examples. While Azure CLI is mentioned (which is cross-platform), there are no examples or references to native Linux tools or workflows, and PowerShell is presented as a primary method for automation and scripting.
Recommendations
  • Add explicit Linux shell (bash) examples for common persistence setup and management tasks, such as using curl, jq, or other standard Linux utilities.
  • Include instructions for using Azure CLI on Linux, emphasizing installation and usage on Linux distributions.
  • Reorder sections to present Azure CLI before PowerShell, or present both equally, to avoid implying Windows-first workflows.
  • Mention and provide examples for automation using Linux-native scripting (e.g., bash scripts, cron jobs) for periodic export operations.
  • Clarify that Azure CLI is fully supported on Linux and macOS, and provide links or notes for platform-specific installation and usage.
GitHub Create Pull Request
Azure Cache For Redis https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/azure-cache-for-redis/cache-how-to-redis-cli-tool.md ...s/azure-cache-for-redis/cache-how-to-redis-cli-tool.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation page demonstrates a moderate Windows bias. Windows-specific tools and workflows (Windows Subsystem for Linux, Windows Terminal) are mentioned prominently and before Linux-native alternatives. Azure PowerShell is referenced alongside Azure CLI for retrieving cache keys, and Windows installation instructions focus on using WSL rather than native Windows redis-cli builds. There is no explicit Linux example for retrieving cache keys, and Linux users are directed to generic package installation without further guidance.
Recommendations
  • Provide explicit Linux-native instructions for retrieving cache keys, such as using Azure CLI from a Linux shell.
  • Mention Linux and macOS installation methods before Windows, or present them in parallel to avoid Windows-first ordering.
  • Include examples of using redis-cli from a Linux terminal (not just via WSL on Windows).
  • Reference cross-platform tools (e.g., Azure CLI) before platform-specific ones (e.g., Azure PowerShell).
  • Clarify that redis-cli can be installed natively on Linux and macOS, and provide links to official packages for these platforms.
  • If mentioning WSL, also mention alternatives for users who prefer not to use WSL or who are on Linux/macOS.
GitHub Create Pull Request
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