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 1-25 of 187 flagged pages
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: 2026-01-12 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 bias toward Windows and PowerShell by exclusively providing PowerShell cmdlets and references for management tasks such as rebooting and scheduling updates. There are no examples or instructions for equivalent operations using Linux tools, Bash, or Azure CLI, and PowerShell is mentioned before any cross-platform alternatives. This focus may disadvantage users on Linux or macOS platforms.
Recommendations
  • Add Azure CLI examples for all management tasks (reboot, flush, schedule updates), as CLI is cross-platform.
  • Include Bash or shell script examples where appropriate, especially for Linux users.
  • Explicitly mention that PowerShell is available cross-platform, but also provide instructions for native Linux environments.
  • Reorder sections to present cross-platform tools (Azure CLI) before or alongside PowerShell.
  • Add links to documentation for Linux/macOS management of Azure Cache for Redis.
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: 2026-01-12 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 examples for checking and configuring TLS settings on Azure Cache for Redis. There are no equivalent Linux shell (bash) or cross-platform CLI examples for these tasks. The instructions and tooling referenced (PowerShell, Az.RedisCache module) are Windows-centric and appear before any mention of Azure CLI, which is only briefly referenced and not exemplified. No Linux or macOS-specific guidance is provided for verifying TLS versions or configuring the cache.
Recommendations
  • Provide bash or shell script examples for checking TLS versions from Linux/macOS environments.
  • Include Azure CLI commands for both checking and configuring Minimum TLS Version, with clear instructions for Linux/macOS users.
  • Add notes or sections explicitly addressing how to perform these tasks on non-Windows platforms.
  • Ensure that cross-platform tools (like Azure CLI) are presented before or alongside Windows-specific tools.
  • Reference Linux-native tools (such as openssl or nmap) for TLS version detection and provide sample commands.
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: 2026-01-12 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, and both are presented after the Azure Portal instructions. There are no explicit Linux-specific instructions or examples, and the PowerShell example is not marked as Windows-only, which may imply parity where there is none. The screenshots and instructions are all based on the Azure Portal, which is cross-platform, but there is no mention of Linux shell scripting or alternative tools. There is also no mention of Bash or Linux-specific command-line nuances, and the CLI example does not clarify its cross-platform nature.
Recommendations
  • Clearly indicate which tools are cross-platform (e.g., Azure CLI) and which are Windows-specific (e.g., Azure PowerShell).
  • Provide explicit Bash/Linux shell examples where appropriate, especially for scripting scenarios.
  • If PowerShell is shown, also show equivalent Bash or shell commands for Linux users.
  • Add notes or callouts for any platform-specific limitations or differences.
  • Ensure that CLI examples are tested and shown in a way that is copy-paste friendly for both Windows and Linux shells (e.g., avoid backslashes for line continuation unless appropriate).
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: 2026-01-12 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 primarily by referencing PowerShell as the example for configuring the 'databases' setting during cache creation, without providing equivalent Linux (bash/Azure CLI) examples. PowerShell is mentioned first and exclusively in the relevant configuration section, and there is no parity for Linux users in terms of step-by-step instructions or code samples. Additionally, the 'Export template' section references PowerShell for deployment, again without Linux alternatives.
Recommendations
  • Provide Azure CLI (bash) examples alongside PowerShell for all configuration tasks, especially for cache creation and setting 'databases'.
  • Ensure that both Windows and Linux tools are mentioned together, or Linux tools are mentioned first in sections relevant to cross-platform users.
  • Add explicit instructions and code samples for Linux users (using Azure CLI) wherever PowerShell is referenced.
  • Review all sections for tool parity and update references to avoid assuming a Windows environment.
  • Include notes or links to platform-specific guides for both Windows and Linux users.
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: 2026-01-12 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 active geo-replication, but the PowerShell examples are given equal prominence and detail as the CLI examples. There is no mention of Linux-specific shell usage (e.g., Bash), nor are there examples tailored for Linux environments. The use of PowerShell, which is traditionally associated with Windows, may imply a Windows-centric approach. Additionally, there are no explicit Linux tool references or guidance for Linux users, and the CLI examples do not clarify cross-platform compatibility.
Recommendations
  • Explicitly state that Azure CLI commands work on Linux, macOS, and Windows, and provide Bash shell examples where appropriate.
  • Add notes or sections for Linux/macOS users, including any environment-specific considerations (e.g., authentication, path formats, installation steps).
  • If PowerShell is referenced, clarify that PowerShell Core is available cross-platform, or provide equivalent Bash scripts for Linux users.
  • Ensure screenshots and UI references do not assume Windows-only environments (e.g., avoid showing only Windows-style paths or UI elements).
  • Where possible, include troubleshooting or tips for Linux users, such as common permission issues or differences in shell behavior.
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: 2026-01-12 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 mentioning PowerShell cmdlets as a primary method for programmatic scaling, listing PowerShell before Azure CLI and REST API, and not providing explicit Linux or Bash examples. There is no mention of Linux-specific tools or shell commands, and PowerShell is referenced multiple times without parity for Linux users.
Recommendations
  • Provide explicit Bash/Azure CLI examples for scaling operations alongside PowerShell examples.
  • List cross-platform tools (Azure CLI, REST API) before platform-specific ones like PowerShell.
  • Clarify that Azure CLI and REST API are fully supported on Linux and macOS, and provide links or examples for those environments.
  • Avoid implying PowerShell is the default or preferred method; present all options equally.
  • Add a section or note highlighting Linux/macOS usage patterns for scaling Azure Cache for Redis.
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: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing detailed PowerShell instructions and examples for configuring Redis persistence, with PowerShell mentioned before Azure CLI in both prerequisites and setup sections. There are no Linux-specific examples, nor are Linux-native tools or shell scripts referenced. The CLI instructions are present, but the overall pattern and language favor Windows and PowerShell environments, and there is no mention of Linux-specific considerations or parity.
Recommendations
  • Add explicit Linux shell script examples for common persistence operations (e.g., using Bash with az CLI).
  • Include instructions for installing and using Azure CLI on Linux, and clarify that all CLI commands work cross-platform.
  • Reorder sections to present Azure CLI before PowerShell to avoid implicit prioritization of Windows tools.
  • Mention Linux-native environments (e.g., Ubuntu, CentOS) in prerequisites and examples.
  • Provide troubleshooting tips or notes for Linux users, such as file permissions or environment variables that may differ from Windows.
  • Clarify that Azure CLI and portal instructions are platform-agnostic, and highlight any differences if they exist.
GitHub Create Pull Request
Azure Cache For Redis Configure a virtual network - Premium-tier Azure Cache for Redis instance ...les/azure-cache-for-redis/cache-how-to-premium-vnet.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exhibits Windows bias in its example for verifying cache connectivity, where only the Windows-specific 'tcping.exe' tool is mentioned and demonstrated. No Linux equivalent (such as 'tcping' for Linux, 'nc', or 'telnet') is provided, nor is there any mention of how to perform the same operation on Linux or macOS systems. The documentation also refers to a sample client application without specifying cross-platform instructions, and generally omits Linux-specific tools or patterns.
Recommendations
  • Provide Linux and macOS equivalents for all command-line examples, such as using 'tcping', 'nc', or 'telnet' for port checks.
  • Explicitly mention cross-platform tools and usage patterns, ensuring parity in instructions for both Windows and Linux environments.
  • Include sample commands and troubleshooting steps for Linux shells (bash/zsh) alongside Windows/PowerShell examples.
  • When referencing downloadable tools, link to both Windows and Linux versions, or suggest installation via package managers (e.g., 'apt', 'yum', 'brew').
  • Clarify that client applications and connectivity tests can be performed from any supported OS, and provide guidance for each.
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: 2026-01-12 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. Examples and tool mentions prioritize Windows environments, and there are no explicit Linux command-line or Bash examples for key operations such as uploading RDB files or automating import/export. This may hinder Linux users or those working in non-Windows environments.
Recommendations
  • For every mention of AzCopy, include equivalent Linux command-line instructions (e.g., using AzCopy on Linux, Azure CLI, or other cross-platform tools).
  • When referencing PowerShell cmdlets (Import-AzRedisCache, Export-AzRedisCache), provide Azure CLI equivalents or REST API examples for Linux/macOS users.
  • Explicitly state that AzCopy and Azure CLI are cross-platform, and provide installation/use instructions for Linux.
  • Add Bash or shell script examples for common migration tasks, such as uploading RDB files to Azure Storage and triggering imports.
  • Ensure that all migration steps are described in a platform-neutral way, or provide parallel instructions for both Windows and Linux environments.
GitHub Create Pull Request
Azure Cache For Redis What is Azure Cache for Redis? .../main/articles/azure-cache-for-redis/cache-overview.md
High Priority View Details →
Scanned: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by referencing ASP.NET and the Redis Output Cache Provider (Windows/.NET technologies) as the primary example for content caching, without mentioning equivalent Linux or cross-platform frameworks. The related content section lists .NET Framework and .NET Core guides before Node.js, Java, and Python, suggesting a Windows-first approach. There are no explicit Linux-specific examples, tools, or patterns mentioned, nor is there guidance for Linux-based deployment or integration.
Recommendations
  • Include examples for popular Linux-based web frameworks (e.g., Django, Flask, Express.js) in the content caching section.
  • Mention cross-platform or Linux-specific Redis integration patterns and tools alongside Windows/.NET examples.
  • Reorder or balance the related content section to give equal prominence to Linux-friendly languages and frameworks.
  • Add guidance or links for deploying and using Azure Cache for Redis from Linux environments, including CLI usage and integration with Linux-based applications.
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: 2026-01-12 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 mild Windows bias. Windows is mentioned frequently, including instructions to use WSL and Windows Terminal, and references to Azure PowerShell are given equal prominence to Azure CLI. The guidance for Windows users is detailed, while Linux instructions are straightforward. The retrieval of cache keys lists Azure CLI and PowerShell together, but PowerShell is a Windows-centric tool. There is no explicit omission of Linux examples, but Windows-specific tools and patterns are highlighted.
Recommendations
  • Present Linux and macOS instructions before Windows, or in parallel, to avoid 'windows_first' ordering.
  • Emphasize native Linux usage rather than suggesting WSL as the primary method for Windows users.
  • Provide more parity in tooling examples, such as focusing on Azure CLI (cross-platform) before PowerShell (Windows-centric).
  • Clarify that redis-cli is natively available on Linux and macOS, and that Windows users can use WSL as an alternative, but not as the only recommended method.
  • Ensure that all examples and troubleshooting steps are shown for both Linux and Windows environments, where applicable.
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: 2026-01-12 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 moderate Windows bias. All step-by-step instructions for resource creation and management are based on the Azure portal UI, which is most commonly used on Windows. The scripting examples are provided first in Azure PowerShell, a Windows-centric tool, and only subsequently in Azure CLI, which is cross-platform. There are no explicit Linux shell or Bash examples, nor any mention of Linux-specific tools or workflows. The documentation does not address Linux users directly or provide parity in command-line instructions (e.g., Bash, shell scripts, or Linux desktop screenshots).
Recommendations
  • Provide Bash or shell script examples for key operations (e.g., using curl for REST API calls, or using Azure CLI in Bash).
  • Add explicit notes or sections for Linux users, including any platform-specific considerations (such as DNS resolution, firewall configuration, or package installation).
  • Include screenshots or instructions that are platform-neutral or show both Windows and Linux environments.
  • List Azure CLI examples before PowerShell, or present them side-by-side to emphasize cross-platform parity.
  • Reference Linux tools (e.g., nslookup, dig, curl) in troubleshooting and verification steps, not just generic commands.
  • Clarify that Azure CLI is available on Windows, Linux, and macOS, and provide installation links for all platforms.
GitHub Create Pull Request
Azure Cache For Redis Troubleshoot connectivity ...ure-cache-for-redis/cache-troubleshoot-connectivity.md
High Priority View Details →
Scanned: 2026-01-12 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 by recommending the use of PSPING in Azure PowerShell to test connectivity, without providing a Linux equivalent or mentioning Linux tools. Windows tooling is presented first and exclusively, while Linux users are left without guidance for similar troubleshooting steps. Although Linux is referenced elsewhere (e.g., TCP settings), actionable troubleshooting examples and commands are Windows-centric.
Recommendations
  • Provide Linux equivalents for connectivity testing, such as using 'nc' (netcat), 'telnet', or 'redis-cli' with appropriate flags.
  • Present both Windows and Linux troubleshooting commands side-by-side, or at least mention Linux tools before or alongside Windows tools.
  • Explicitly state which commands are platform-specific and offer alternatives for each major OS.
  • Expand the 'Test connectivity' section to include example commands for Linux/macOS users, e.g., 'nc <cachename> <port>' or 'telnet <cachename> <port>'.
  • Review other troubleshooting steps to ensure Linux parity in actionable guidance.
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: 2026-01-12 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 to trigger the Redis upgrade process, but does not provide equivalent Linux-specific examples (e.g., Bash, shell scripting) or mention Linux tools explicitly. The order of tools listed (REST API, Azure CLI, PowerShell) is neutral, but the lack of Linux command-line examples and the explicit mention of PowerShell suggest a Windows bias. There are no examples or instructions for Linux users, and the documentation does not reference Linux-specific workflows or tools.
Recommendations
  • Add explicit Bash or shell command examples for Linux users alongside PowerShell examples.
  • Clarify that Azure CLI is cross-platform and provide sample commands for both Windows (PowerShell) and Linux (Bash).
  • Mention Linux tools and workflows where relevant, such as using curl for REST API calls.
  • Ensure that instructions and screenshots are inclusive of both Windows and Linux environments.
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: 2026-01-12 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page exhibits mild Windows bias. PowerShell cmdlets are mentioned as primary methods for exporting and importing RDB files, with no equivalent Linux CLI or Azure CLI examples provided. AzCopy is referenced for file transfer, which, while cross-platform, is often associated with Windows usage. The order of examples and tooling references tends to prioritize Windows-centric approaches, with no explicit mention of Linux workflows or commands.
Recommendations
  • Add Azure CLI examples for exporting and importing Redis cache data, alongside PowerShell.
  • Explicitly mention and provide Linux shell command equivalents (e.g., using curl, scp, or Azure CLI) for file operations.
  • Clarify that AzCopy is cross-platform and provide usage examples for both Windows and Linux.
  • Ensure that migration instructions do not assume a Windows environment; include steps for Linux users (e.g., bash scripting, Linux VM setup).
  • Balance references to PowerShell with Bash/Azure CLI examples throughout the documentation.
GitHub Create Pull Request
Azure Cache For Redis What is Azure Cache for Redis? .../main/articles/azure-cache-for-redis/cache-overview.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 Missing Linux Example
Summary
The documentation page exhibits mild Windows bias by mentioning ASP.NET and its Redis Output Cache Provider as the primary example for content caching, which is a Windows-centric technology. There is a lack of equivalent Linux or cross-platform examples (e.g., NGINX, Django, Flask) for content caching. The related content section also lists .NET Framework and .NET Core examples before Node.js, Java, and Python, subtly prioritizing Windows technologies. No Linux-specific tools, patterns, or examples are provided for key scenarios.
Recommendations
  • Add examples of using Azure Cache for Redis with popular Linux-based frameworks (e.g., Django, Flask, NGINX, Apache) in the content caching scenario.
  • Mention cross-platform alternatives alongside ASP.NET when discussing cache providers.
  • Ensure that related content lists cross-platform and Linux-friendly technologies (Node.js, Python, Java) before or alongside Windows-centric ones.
  • Include references or links to documentation for using Azure Cache for Redis with Linux command-line tools and deployment patterns.
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: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is featured prominently as a primary automation tool, with examples and links provided before Azure CLI equivalents in most cases. The use of PowerShell cmdlets and terminology is pervasive, and there are no references to Linux-native tools or shell environments (e.g., Bash, shell scripts). The documentation does not mention Linux-specific considerations or provide parity examples for Linux users beyond Azure CLI, which is cross-platform but not highlighted as such.
Recommendations
  • Explicitly state that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows.
  • Provide Bash or shell script examples for scaling operations, especially for users who may not use PowerShell.
  • Add notes or sections addressing Linux-specific considerations, such as installation or usage of Azure CLI on Linux.
  • Balance the order of examples by presenting Azure CLI before PowerShell in some sections, or grouping them together as equivalent automation options.
  • Avoid language that implies PowerShell is the default or preferred automation tool; clarify that both PowerShell and Azure CLI are supported on all major platforms.
GitHub Create Pull Request
Azure Cache For Redis Azure Cache for Redis Event Grid Overview ...ain/articles/azure-cache-for-redis/cache-event-grid.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 Missing Linux Example
Summary
The documentation page lists PowerShell as a primary method for interacting with Azure Cache for Redis events, which is a Windows-centric tool. PowerShell is mentioned before Azure CLI in both the quickstart table and the 'Next steps' section, suggesting a Windows-first bias. There are no explicit Linux-specific examples or references to Linux-native tools or shell environments, and the documentation does not clarify cross-platform compatibility for PowerShell or CLI usage.
Recommendations
  • Explicitly mention that Azure CLI is cross-platform and suitable for Linux and macOS users.
  • Provide bash or shell script examples for Linux users alongside PowerShell examples.
  • Clarify PowerShell Core compatibility on Linux/macOS if PowerShell is recommended for those platforms.
  • Consider listing Azure CLI before PowerShell in tables and 'Next steps' to avoid Windows-first ordering.
  • Add a note or section on platform compatibility for each tool, highlighting Linux usage.
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: 2026-01-11 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 bias toward Windows and PowerShell by exclusively providing PowerShell examples and references for management tasks such as rebooting and scheduling updates. There are no examples or instructions for Linux users (e.g., Bash, Azure CLI, or REST API), and Windows/PowerShell tools are mentioned first and exclusively. This may hinder Linux users or those preferring cross-platform tools from easily managing Azure Cache for Redis.
Recommendations
  • Add equivalent Azure CLI examples for all management tasks (reboot, flush, schedule updates), with explicit Bash syntax.
  • Include REST API instructions or links for users who prefer direct API calls.
  • Present PowerShell and CLI examples side-by-side, or alternate which is mentioned first.
  • Explicitly state cross-platform options and clarify which tools work on Linux/macOS.
  • Add notes or sections for Linux users, including troubleshooting or tool installation guidance.
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: 2026-01-11 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 Windows bias primarily through the exclusive use of PowerShell examples for configuration tasks (e.g., setting the 'databases' parameter during cache creation). There is no mention of Linux shell (bash) or Azure CLI examples for these operations, nor are Linux-specific tools or workflows referenced. The documentation refers to PowerShell before CLI or other cross-platform tools, and omits Linux command-line examples where parity would be expected.
Recommendations
  • Provide equivalent Azure CLI (bash) examples alongside PowerShell for all configuration tasks, especially for cache creation and management.
  • Explicitly mention Linux support and workflows where relevant, including references to Linux tools and environments.
  • Ensure that any instructions or screenshots referencing PowerShell are paired with Linux terminal or Azure CLI alternatives.
  • Review all examples and ensure that Linux users are given equal guidance and visibility as Windows users.
  • Add a section or note clarifying cross-platform compatibility and listing supported platforms for all management tools.
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: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides examples for Azure CLI and Azure PowerShell, with PowerShell being a Windows-centric tool. There are no explicit Linux shell (bash) or cross-platform scripting examples, nor is there mention of Linux-specific tools or usage patterns. PowerShell examples are given equal prominence to Azure CLI, but Linux-native command-line usage (e.g., bash scripts) is absent. The documentation assumes users are familiar with PowerShell, which may disadvantage Linux users.
Recommendations
  • Add explicit bash shell examples for all CLI operations, showing usage in a Linux environment.
  • Clarify that Azure CLI is cross-platform and can be used on Windows, Linux, and macOS.
  • Mention installation and usage notes for Azure CLI and PowerShell on Linux, including links to relevant setup guides.
  • Where PowerShell is referenced, provide equivalent bash or shell script examples.
  • Avoid implying PowerShell is required for automation; highlight cross-platform alternatives.
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: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation provides detailed instructions and examples for configuring data persistence in Azure Cache for Redis using Azure Portal, PowerShell, and Azure CLI. However, there is a noticeable bias toward Windows and PowerShell: PowerShell is featured prominently and before Azure CLI in procedural sections, and all command-line examples use Azure PowerShell or Azure CLI without explicit Linux shell examples. There are no Linux-specific instructions, nor are there references to Linux-native tools or patterns (such as bash scripts, cron jobs, or Linux file system considerations). The documentation assumes familiarity with PowerShell and Windows-centric workflows, which may disadvantage Linux users.
Recommendations
  • Provide Linux-specific examples and instructions, such as bash scripts for automation and cron job setups for periodic exports.
  • Include explicit references to running Azure CLI commands in Linux environments, and clarify any differences in usage or prerequisites.
  • Balance the order of presentation by listing Azure CLI before PowerShell, or presenting them side-by-side, to avoid implying PowerShell is the primary or preferred method.
  • Mention Linux-native tools or patterns where relevant (e.g., using shell scripts for backup automation, leveraging Linux authentication mechanisms).
  • Clarify that Azure CLI is cross-platform and provide troubleshooting tips for common Linux issues (such as permissions or environment setup).
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: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation mentions 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 or Bash examples, nor is there mention of Linux-specific tooling or workflows. The ordering and emphasis suggest a Windows-first approach, and the lack of Linux examples may hinder parity for non-Windows users.
Recommendations
  • Provide explicit Bash/Azure CLI examples for scaling operations, demonstrating usage on Linux/macOS.
  • Reorder mentions of programmatic scaling methods to list cross-platform tools (Azure CLI, REST API) before Windows-specific ones (PowerShell).
  • Include notes or links to Linux-specific guidance for cache management and scaling.
  • Clarify that all programmatic methods are cross-platform where applicable, and highlight any differences in usage or prerequisites on Linux.
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: 2026-01-11 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 for enabling managed identity, the PowerShell example is given equal prominence to the CLI, and the documentation does not provide any Linux- or macOS-specific guidance or screenshots. The Azure portal instructions and screenshots are platform-agnostic, but the command-line examples do not clarify cross-platform compatibility, and there are no explicit Linux shell or Bash examples. The use of Azure PowerShell (which is traditionally associated with Windows, though now cross-platform) without clarifying its availability on Linux may confuse Linux users. There is also no mention of Linux-specific tools or workflows.
Recommendations
  • Explicitly state that Azure CLI and Azure PowerShell are available on Windows, Linux, and macOS, and provide installation links for each platform.
  • Add Bash shell examples for Linux users, especially for common tasks such as enabling managed identity and assigning roles.
  • Clarify in the Azure PowerShell section that it is cross-platform, and provide guidance for installing and using it on Linux.
  • Where possible, provide parity in examples: if a PowerShell example is given, also provide a Bash/Azure CLI example, and vice versa.
  • Include notes or callouts for any platform-specific behaviors or requirements.
  • Consider adding a section or appendix on using these features from a Linux environment, including troubleshooting tips relevant to Linux users.
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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: 2026-01-11 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 moderate Windows bias. The step-by-step instructions for creating resources are exclusively based on the Azure portal UI, which is most commonly accessed from Windows environments. Scripted examples for resource creation and management are provided first in Azure PowerShell (a Windows-centric tool), with full scripts for create, retrieve, and remove operations. Only after the PowerShell section are Azure CLI examples given, and there are no examples for Linux-native tools (such as Bash scripts, REST with curl, or Terraform). There are no explicit Linux examples or references to Linux-specific patterns, and no mention of cross-platform shell usage.
Recommendations
  • Provide Azure CLI examples before or alongside PowerShell examples to avoid implying Windows-first workflows.
  • Include explicit Bash script examples for Linux users, especially for DNS verification and resource management.
  • Mention that Azure CLI is cross-platform and can be used on Windows, Linux, and macOS.
  • Add REST API examples using curl for resource creation and management, showing how to perform these tasks from any OS.
  • Clarify that the Azure portal is accessible from any modern browser, not just Windows.
  • Reference Linux-native tools (such as nslookup, dig, or systemd-resolved) when discussing DNS verification.
  • Consider adding a section or callout for Linux/macOS users, highlighting any OS-specific considerations.
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