Load Balancer

104
Total Pages
41
Linux-Friendly Pages
63
Pages with Bias
60.6%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

388 issues found
Showing 1-25 of 388 flagged pages
Load Balancer Tutorial: Create a public load balancer with an IP-based backend - Azure portal ...d-balancer/tutorial-load-balancer-ip-backend-portal.md
High Priority View Details →
Scanned: 2026-01-24 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The tutorial exclusively uses Windows Server images for VM creation and provides only Windows/PowerShell instructions for configuring IIS on backend VMs. There are no Linux VM options, nor any Bash/SSH or Linux-native web server setup examples. Windows tools and patterns (PowerShell, IIS) are mentioned exclusively, with no Linux parity.
Recommendations
  • Include instructions for creating Linux-based VMs (e.g., Ubuntu) as backend pool members.
  • Provide Linux-specific steps for installing a web server (e.g., Apache or Nginx) using Bash/SSH.
  • Offer both Windows and Linux examples side-by-side for backend configuration and testing.
  • Clarify that backend VMs can be either Windows or Linux, and link to relevant Linux setup guides.
GitHub Create Pull Request
Load Balancer Tutorial: Load balance multiple IP configurations ...in/articles/load-balancer/load-balancer-multiple-ip.md
High Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The tutorial is notably Windows-centric: it instructs users to create Windows Server VMs, configures IIS (a Windows-only web server), and does not mention or provide guidance for Linux-based VMs or web servers. There are no Linux or cross-platform examples, and all steps assume a Windows environment.
Recommendations
  • Add parallel instructions for creating and configuring Linux VMs (e.g., Ubuntu or CentOS) alongside Windows VMs.
  • Include examples for installing and configuring a Linux web server (such as Apache or Nginx) instead of only IIS.
  • Provide Linux-specific network configuration steps and commands.
  • Ensure that CLI and PowerShell sections clarify cross-platform compatibility, and add Bash/Linux shell examples where appropriate.
  • Update the checklist and summary to mention Linux as a supported scenario.
GitHub Create Pull Request
Load Balancer Deploy an IPv6 dual stack application using Standard Internal Load Balancer in Azure - PowerShell ...-dual-stack-standard-internal-load-balancer-powershell.md
High Priority View Details →
Scanned: 2026-01-14 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 is heavily biased towards Windows and PowerShell. All examples use Azure PowerShell cmdlets, with no mention of Azure CLI, Bash, or Linux/macOS workflows. VM creation is shown only for Windows Server images, and there are no Linux VM examples or guidance. The page title and content reinforce PowerShell as the only supported method, and Windows-centric tools and patterns are referenced exclusively.
Recommendations
  • Add equivalent Azure CLI (az) examples for all resource creation and configuration steps.
  • Include Linux VM creation examples alongside Windows Server, with guidance for both OS types.
  • Clarify in the introduction that both PowerShell and CLI/Bash workflows are supported, and link to cross-platform documentation.
  • Present examples for both Windows and Linux in parallel, or alternate which is shown first.
  • Mention how to use Azure Cloud Shell in Bash mode, not just PowerShell.
GitHub Create Pull Request
Load Balancer Tutorial: Create a public load balancer with an IP-based backend - Azure portal ...d-balancer/tutorial-load-balancer-ip-backend-portal.md
High Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The documentation exclusively provides instructions for deploying Windows Server VMs and installing IIS using Windows PowerShell. There are no examples or guidance for Linux VM creation, nor for installing or configuring a Linux web server (e.g., Apache or Nginx). All configuration and testing steps assume a Windows environment, which creates friction for users preferring or requiring Linux-based solutions.
Recommendations
  • Add parallel instructions for creating Linux VMs (e.g., Ubuntu) in the Azure portal.
  • Provide Linux-specific steps for installing a web server (such as Apache or Nginx) using Bash commands.
  • Include example scripts for Linux VM setup and web server configuration.
  • Show how to test the load balancer using a Linux-based web server.
  • Present both Windows and Linux examples side-by-side or allow users to select their preferred OS path in the tutorial.
GitHub Create Pull Request
Load Balancer Tutorial: Protect your public load balancer with Azure DDoS Protection ...s/load-balancer/tutorial-protect-load-balancer-ddos.md
High Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation exclusively provides instructions for deploying Windows Server VMs and installing IIS using Windows PowerShell. There are no examples or guidance for Linux VM creation, nor for installing and configuring a web server (e.g., Apache, Nginx) on Linux. The only OS-specific configuration shown is for Windows, and all command-line examples use PowerShell. This creates friction for users who prefer or require Linux workloads.
Recommendations
  • Add parallel instructions for creating Linux VMs (e.g., Ubuntu, CentOS) in the VM creation section.
  • Provide Linux shell (bash) commands for installing and configuring a web server (such as Apache or Nginx) on Linux VMs.
  • Include screenshots and portal steps for selecting a Linux image during VM creation.
  • Explicitly mention that the tutorial is applicable to both Windows and Linux, and offer guidance for both.
  • Where PowerShell is used, provide equivalent bash commands for Linux users.
GitHub Create Pull Request
Load Balancer Tutorial: Load balance multiple IP configurations ...in/articles/load-balancer/load-balancer-multiple-ip.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by specifying the creation of 'two Windows server virtual machines' and configuring IIS websites, with no mention of Linux VMs or web servers. All examples and steps are centered around Windows tools and patterns, and there is no guidance for Linux users or alternatives such as Apache or Nginx.
Recommendations
  • Include parallel instructions and examples for Linux virtual machines, such as using Ubuntu or CentOS.
  • Demonstrate how to configure multiple IPs and web servers (e.g., Apache, Nginx) on Linux VMs.
  • Provide Linux CLI and scripting examples alongside PowerShell.
  • Rephrase checklist and steps to be OS-agnostic or offer both Windows and Linux options.
  • Ensure that portal, CLI, and PowerShell sections clarify any OS-specific steps or differences.
GitHub Create Pull Request
Load Balancer Quickstart: Create a public load balancer - Azure portal ...cer/quickstart-load-balancer-standard-public-portal.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation provides only Windows-specific instructions for installing IIS on backend VMs, using Windows PowerShell commands and referencing Windows UI elements. There are no equivalent steps or examples for Linux VMs (e.g., using Apache/Nginx or Linux shell commands), nor is there guidance for users who choose Linux as their VM OS. The documentation also refers to Windows tools and patterns exclusively in the installation section, and Windows instructions are presented first and only.
Recommendations
  • Add a parallel section for Linux VMs, showing how to install a web server (e.g., Apache or Nginx) using bash commands.
  • Provide Linux shell command examples for creating a custom index.html file, similar to the PowerShell steps for IIS.
  • Explicitly mention that the instructions are for Windows VMs and provide links or inline steps for Linux VM configuration.
  • Where possible, present both Windows and Linux examples side-by-side, or clarify OS-specific requirements at the start of the relevant sections.
GitHub Create Pull Request
Load Balancer Tutorial: Create a public load balancer with an IP-based backend - Azure portal ...d-balancer/tutorial-load-balancer-ip-backend-portal.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides step-by-step instructions for creating a public load balancer with an IP-based backend in Azure, but when it comes to configuring the backend VMs and installing a web server, it exclusively uses Windows Server images and Windows PowerShell commands to install IIS. There are no examples or guidance for deploying Linux VMs, installing Apache/Nginx, or using Bash/SSH. The only server-side configuration shown is for Windows, and the only tools mentioned are Windows-specific (PowerShell, IIS, Windows Administrative Tools).
Recommendations
  • Add parallel instructions for deploying Linux VMs (e.g., Ubuntu, CentOS) in the backend pool.
  • Provide Linux-specific steps for installing a web server (e.g., Apache or Nginx) using Bash/SSH.
  • Show both Windows and Linux examples for configuring the backend servers, ideally side-by-side.
  • Mention and demonstrate use of SSH for Linux VM access, not just Bastion/Windows.
  • Clarify that the backend pool can contain both Windows and Linux VMs, and link to relevant Linux documentation.
GitHub Create Pull Request
Load Balancer Quickstart: Create an internal load balancer - Azure CLI ...ncer/quickstart-load-balancer-standard-internal-cli.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The documentation demonstrates significant Windows bias. All VM creation examples use Windows images (win2022datacenter, Win2019Datacenter), and the IIS installation relies on Windows PowerShell commands and Windows-specific tools (IIS, Internet Explorer). There are no examples for creating or configuring Linux VMs, nor instructions for installing or testing with Linux web servers (e.g., Apache, Nginx). The testing steps assume a Windows environment, further excluding Linux/macOS users.
Recommendations
  • Provide parallel examples for Linux VMs (e.g., using Ubuntu or CentOS images in az vm create).
  • Include instructions for installing a web server on Linux VMs (e.g., Apache or Nginx via az vm extension set with bash commands).
  • Offer browser testing steps using cross-platform browsers (e.g., Edge, Chrome, Firefox) instead of Internet Explorer.
  • Explicitly mention that the steps apply to both Windows and Linux, or clarify OS-specific instructions.
  • Add a section comparing Windows and Linux VM setup for load balancer scenarios.
GitHub Create Pull Request
Load Balancer Tutorial: Protect your public load balancer with Azure DDoS Protection ...s/load-balancer/tutorial-protect-load-balancer-ddos.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The tutorial exclusively uses Windows Server images for virtual machines and provides only Windows PowerShell commands for installing and configuring IIS. There are no Linux VM options, nor are there Bash, SSH, or Linux-native instructions for web server setup. Windows tools and patterns (PowerShell, IIS) are mentioned without Linux equivalents, making the tutorial Windows-centric.
Recommendations
  • Add instructions for deploying Linux VMs (e.g., Ubuntu) alongside or instead of Windows Server.
  • Provide Linux-specific steps for installing a web server (e.g., Apache or Nginx) using Bash/SSH commands.
  • Include both Windows and Linux examples for VM creation, configuration, and web server setup.
  • Mention cross-platform management options (e.g., Azure CLI, SSH) and show parity in screenshots and walkthroughs.
  • Clarify that IIS and PowerShell steps are specific to Windows, and offer alternatives for Linux users.
GitHub Create Pull Request
Load Balancer Tutorial: Create a load balancer with more than one availability set in the backend pool - Azure portal ...ad-balancer/tutorial-multi-availability-sets-portal.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The tutorial exclusively uses Windows Server images for all virtual machines and provides only Windows PowerShell commands for configuring IIS. There are no examples or instructions for deploying Linux VMs, nor for installing and configuring a web server on Linux (such as Apache or Nginx). The documentation assumes a Windows environment throughout, with no mention of Linux alternatives or parity.
Recommendations
  • Provide parallel instructions for creating Linux-based virtual machines (e.g., Ubuntu, CentOS) in the backend pool.
  • Include Linux-specific steps for installing a web server (e.g., Apache or Nginx) and customizing the index.html file to display the VM name.
  • Offer Bash or Azure CLI examples for remote command execution on Linux VMs, alongside the PowerShell examples for Windows.
  • Explicitly mention that both Windows and Linux VMs are supported, and link to relevant documentation for Linux setup.
  • Show screenshots or command snippets for both Windows and Linux VM configuration in the Azure portal.
GitHub Create Pull Request
Load Balancer Tutorial: Create a public load balancer with an IP-based backend - Azure portal ...d-balancer/tutorial-load-balancer-ip-backend-portal.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Missing Linux Example Powershell Heavy 🔧 Windows Tools
Summary
The tutorial demonstrates a strong Windows bias, especially in the VM creation and configuration steps. Only Windows Server is used as the VM image, and all instructions for installing and configuring the web server (IIS) are provided exclusively for Windows, using Windows PowerShell commands and Windows-specific tools. There are no examples or guidance for deploying Linux VMs, installing a web server on Linux, or using Linux command-line tools. This limits the tutorial's applicability for users who prefer or require Linux-based solutions.
Recommendations
  • Provide parallel instructions for creating Linux VMs (e.g., Ubuntu or CentOS) alongside Windows examples.
  • Include Linux-specific steps for installing a web server (e.g., Apache or Nginx) using bash commands.
  • Offer both PowerShell and bash command examples for server configuration.
  • Clarify that the load balancer works with both Windows and Linux VMs, and link to relevant Linux documentation.
  • Add screenshots or code snippets showing Linux terminal usage where appropriate.
GitHub Create Pull Request
Load Balancer Backend Pool Management ...main/articles/load-balancer/backend-pool-management.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 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing extensive PowerShell examples (which are primarily used on Windows), referencing Windows-specific VM images in examples, and using Windows-centric tools and patterns. The PowerShell section is presented before the CLI section, and the VM creation example in PowerShell only shows a Windows VM, with no Linux equivalent. There is no PowerShell example for creating a Linux VM, nor is there a CLI example for creating a Windows VM, which limits parity for Linux users.
Recommendations
  • Add PowerShell examples for creating Linux VMs (e.g., using Ubuntu or other Linux images).
  • Add CLI examples for creating Windows VMs, not just Linux VMs.
  • Present CLI and PowerShell examples in parallel, or alternate their order, to avoid Windows-first bias.
  • Explicitly mention cross-platform compatibility for all commands and clarify when commands are Windows-specific.
  • Include notes or links to documentation for using PowerShell on Linux and macOS.
  • Ensure that all examples (NIC creation, backend pool management, VM creation) are shown for both Windows and Linux scenarios.
GitHub Create Pull Request
Load Balancer Azure Load Balancer concepts ...zure-docs/blob/main/articles/load-balancer/concepts.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates Windows bias primarily in the 'Next steps' section, where the quickstart example references creating VMs with a custom IIS extension installed, implicitly targeting Windows Server and IIS. There are no Linux-specific examples, nor is there mention of Linux web servers (e.g., Apache, Nginx) or Linux VM setup. The documentation also references Windows tools (IIS) without Linux equivalents and provides examples that assume Windows-first deployment patterns.
Recommendations
  • Include Linux-based examples in quickstart guides, such as deploying Apache or Nginx on Ubuntu VMs and configuring load balancing for those.
  • Mention Linux VM setup and provide parity in instructions for both Windows and Linux environments.
  • Reference Linux tools and patterns (e.g., systemd, ufw, SELinux) where relevant, alongside Windows tools.
  • Ensure that documentation examples and walkthroughs are balanced between Windows and Linux platforms, or explicitly state platform differences where applicable.
GitHub Create Pull Request
Load Balancer Create a global load balancer with cross-subscription backends ...d-balancer/cross-subscription-how-to-global-backend.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 demonstrates a Windows bias by consistently presenting Azure PowerShell (a Windows-centric tool) examples before Azure CLI, providing more detailed PowerShell instructions, and referencing PowerShell-specific patterns and tooling. There is an emphasis on installing and using PowerShell locally, which is most common on Windows, and the custom metadata includes 'devx-track-azurepowershell', further highlighting the PowerShell focus. While Azure CLI examples are present, the overall structure and depth favor PowerShell/Windows users.
Recommendations
  • Alternate the order of examples so that Azure CLI (cross-platform) instructions appear before PowerShell in some sections.
  • Ensure equal detail and explanation for both Azure CLI and PowerShell examples, including troubleshooting and environment setup.
  • Add explicit notes highlighting that Azure CLI works natively on Linux/macOS, and provide links to Bash/Zsh shell usage where relevant.
  • Remove or balance metadata and custom tags that track only PowerShell usage.
  • Include references to Linux-native tools or shell environments (e.g., Bash, Zsh) when discussing local installation or usage.
  • Clarify that both Azure CLI and PowerShell are available in Azure Cloud Shell, which is OS-agnostic.
GitHub Create Pull Request
Load Balancer Attach a cross-subscription frontend to an Azure Load Balancer ...-balancer/cross-subscription-how-to-attach-frontend.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. Azure PowerShell (commonly used on Windows) is presented first in every code example section, and PowerShell-specific instructions and tooling are referenced heavily. The page includes detailed PowerShell module requirements and usage patterns, with CLI instructions provided only as a secondary tab. There is no mention of Linux-specific shell environments, nor are there examples using Bash, zsh, or other Linux-native tools. The documentation assumes familiarity with PowerShell and Windows-centric workflows.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI first to avoid implicit prioritization of Windows tools.
  • Explicitly mention that Azure CLI works natively on Linux/macOS and provide guidance for those platforms (e.g., Bash, zsh).
  • Add notes or examples for Linux users, such as using Bash scripts or referencing Linux package managers for CLI installation.
  • Avoid using Windows-specific terminology (e.g., 'locally' meaning Windows) and clarify cross-platform compatibility.
  • Ensure parity in detail and troubleshooting between PowerShell and CLI instructions.
GitHub Create Pull Request
Load Balancer Deploy IPv6 dual stack application ...https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/load-balancer/deploy-ipv4-ipv6-dual-stack-standard-load-balancer.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a bias towards Windows environments. All virtual machine deployment examples use Windows Server images, and remote access instructions focus exclusively on RDP (Remote Desktop Protocol), which is a Windows-centric tool. There are no examples or instructions for deploying Linux VMs, nor is SSH (the standard remote access method for Linux) mentioned. This bias is present in both the Azure CLI and PowerShell sections, and is reinforced by the absence of Linux-specific configuration or troubleshooting guidance.
Recommendations
  • Add parallel examples for deploying Linux VMs (e.g., Ubuntu, CentOS) in both Azure CLI and PowerShell sections.
  • Include instructions for configuring SSH access to Linux VMs, such as creating SSH public IP addresses and security group rules for port 22.
  • Mention Linux images in the VM creation steps, and provide sample commands for selecting and deploying them.
  • Clarify that the load balancer and dual stack configuration applies equally to both Windows and Linux VMs.
  • Provide troubleshooting tips or links for common Linux networking scenarios in dual stack environments.
  • Ensure that security group rules include examples for both RDP (Windows) and SSH (Linux) access.
GitHub Create Pull Request
Load Balancer Deploy a dual-stack Azure Gateway Load Balancer ...ad-balancer/gateway-deploy-dual-stack-load-balancer.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 consistently presents PowerShell (Windows-centric) examples before Azure CLI (cross-platform) in every code section. References to creating dual-stack load balancers and other prerequisites link to PowerShell-focused guides. The structure and language assume familiarity with PowerShell and its object-oriented scripting, which is more common among Windows users. There is no mention of Linux-specific tools, shell environments, or considerations for users on Linux/macOS, nor are Bash or other shell examples provided.
Recommendations
  • Alternate the order of examples so that Azure CLI (cross-platform) is presented first, or provide Bash-specific examples where relevant.
  • Include explicit notes or sections for Linux/macOS users, clarifying any differences in command syntax, environment setup, or prerequisites.
  • Reference documentation that uses Azure CLI or REST API as the primary method, rather than PowerShell, in prerequisite links.
  • Add troubleshooting tips or environment setup instructions for Linux/macOS users (e.g., installing Azure CLI, using Bash).
  • Avoid language that assumes PowerShell is the default or preferred method; clarify that both PowerShell and CLI are supported equally.
GitHub Create Pull Request
Load Balancer Deploy an IPv6 dual stack application using Standard Internal Load Balancer in Azure - PowerShell ...-dual-stack-standard-internal-load-balancer-powershell.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 is heavily focused on Windows and PowerShell, providing only Azure PowerShell examples and referencing Windows-specific VM images and tools. There are no equivalent instructions or examples for Linux users, such as Azure CLI or Bash scripts, and the VM deployment section exclusively uses Windows Server images. This creates a clear Windows bias and limits accessibility for users on Linux or those preferring cross-platform tools.
Recommendations
  • Add equivalent Azure CLI (az) and/or Bash examples for all steps, including resource creation, networking, and VM deployment.
  • Include instructions and examples for deploying Linux-based VMs (e.g., Ubuntu, CentOS) alongside Windows Server.
  • Reference cross-platform tools and patterns (e.g., Azure Cloud Shell Bash, Azure CLI) before or alongside PowerShell.
  • Clarify which steps are platform-agnostic and which are Windows-specific, and provide guidance for Linux users where necessary.
  • Consider renaming the article or splitting it into separate Windows and Linux versions if significant differences exist.
GitHub Create Pull Request
Load Balancer Add IPv6 to an IPv4 application in Azure Virtual Network - PowerShell .../load-balancer/ipv6-add-to-existing-vnet-powershell.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 exclusively uses Azure PowerShell commands and Windows-centric tooling throughout, with no mention or examples of equivalent Linux/CLI workflows. All steps, prerequisites, and resource management are presented using PowerShell, and references to installation and usage are Windows/PowerShell-focused. There is no coverage of Azure CLI, Bash, or Linux-native approaches, nor are Linux shell commands or scripts provided.
Recommendations
  • Add equivalent Azure CLI (az) examples for each PowerShell command, showing how to perform the same tasks on Linux/macOS or in Bash.
  • Include a section or callout for Linux users, describing how to install and use Azure CLI and connect to Azure.
  • Reference cross-platform tools and patterns (e.g., Bash, Azure CLI, Cloud Shell Bash) alongside PowerShell.
  • Ensure that prerequisites and quickstart links include both PowerShell and CLI options.
  • Consider restructuring the article or providing tabs for PowerShell and CLI workflows, so users can choose their preferred environment.
GitHub Create Pull Request
Load Balancer Azure Load Balancer health probes ...s/load-balancer/load-balancer-custom-probe-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 Powershell Heavy Missing Linux Example
Summary
The documentation page exhibits Windows bias primarily by referencing PowerShell in the 'Next steps' section as the only concrete example for creating a load balancer, without mentioning Linux-specific tools or providing CLI/bash examples. There are no explicit Linux or cross-platform command-line instructions, and PowerShell is mentioned before other automation options. The documentation also lacks parity in example tooling and operational guidance for Linux users.
Recommendations
  • Add equivalent Azure CLI (az) and Bash examples alongside PowerShell instructions for creating and managing health probes and load balancers.
  • Include references to Linux firewall configuration (e.g., iptables, firewalld) when discussing probe source IP allowance, not just generic 'local firewall policies'.
  • Provide links to cross-platform automation guides (e.g., Terraform, Ansible) for health probe configuration.
  • Ensure that any operational guidance (such as troubleshooting, monitoring, or probe simulation) includes Linux-native tools and workflows.
  • Reorder example links and instructions so that cross-platform tools (Azure CLI, REST API) are listed before or alongside PowerShell.
GitHub Create Pull Request
Load Balancer Upgrading from Basic Load Balancer - Guidance .../load-balancer/load-balancer-basic-upgrade-guidance.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 a Windows bias by exclusively recommending and providing PowerShell scripts for automated migration, without mentioning or providing equivalent CLI/bash/Linux automation options. The upgrade workflow prioritizes PowerShell-based automation and does not offer parity for Linux users, who would typically use Azure CLI or bash scripts. There are no Linux-specific examples, and Windows tools (PowerShell) are referenced first and exclusively.
Recommendations
  • Add Azure CLI and/or bash script examples for automating the upgrade process, alongside PowerShell.
  • Explicitly mention that both Windows and Linux users can use Azure CLI for migration, and provide step-by-step CLI instructions.
  • Ensure that all automation guidance includes cross-platform options (PowerShell for Windows, CLI/bash for Linux/macOS).
  • Review all references to scripts and tools to ensure Linux parity and avoid implying PowerShell is the only or preferred method.
GitHub Create Pull Request
Load Balancer Manage Azure Load Balancer health status ...es/load-balancer/load-balancer-manage-health-status.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 demonstrates Windows bias primarily in the section describing how to retrieve a Bearer access token for REST API calls. It references only the Windows PowerShell cmdlet (Get-AzAccessToken) for obtaining the token, without mentioning Linux or cross-platform alternatives (such as Azure CLI). No Linux-specific tools or examples are provided, and the only command-line guidance is Windows-centric. This may hinder Linux users or those using non-Windows environments from easily following the instructions.
Recommendations
  • Include Azure CLI examples for retrieving the Bearer access token (e.g., 'az account get-access-token'), which work on Linux, macOS, and Windows.
  • Add explicit guidance or links for Linux/macOS users on how to authenticate and retrieve tokens.
  • Where PowerShell is referenced, also mention cross-platform alternatives and clarify that PowerShell Core is available on Linux/macOS.
  • Ensure parity in command-line examples by providing both PowerShell and Azure CLI instructions side-by-side.
  • Review other sections for implicit Windows assumptions and clarify where steps are platform-agnostic.
GitHub Create Pull Request
Load Balancer Tutorial: Load balance multiple IP configurations ...in/articles/load-balancer/load-balancer-multiple-ip.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by exclusively referencing Windows server virtual machines, IIS websites, and omitting any mention of Linux VMs or web servers. All examples and steps focus on Windows-specific tools and configurations, with no Linux alternatives or parity in instructions.
Recommendations
  • Add parallel instructions and examples for Linux virtual machines (e.g., Ubuntu, CentOS).
  • Include steps for configuring multiple IPs and NICs on Linux VMs using common tools (e.g., netplan, ifconfig, systemd-networkd).
  • Provide examples for deploying and binding websites using Linux web servers such as Apache or Nginx.
  • Ensure CLI and portal instructions reference both Windows and Linux scenarios.
  • Clearly indicate when steps or commands differ between Windows and Linux, and provide both sets of instructions.
GitHub Create Pull Request
Load Balancer Migrate from Inbound NAT rules version 1 to version 2 ...cles/load-balancer/load-balancer-nat-pool-migration.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 Windows First Missing Linux Example
Summary
The documentation demonstrates a Windows bias by providing extensive PowerShell examples and referencing Windows-specific tools and modules (e.g., Azure PowerShell, PowerShell Gallery). Automation and migration scripts are exclusively given in PowerShell, with prerequisites and installation steps focused on PowerShell. There are no examples or guidance for Linux users (e.g., Bash, shell scripting), and Windows/PowerShell tooling is mentioned before or instead of Linux alternatives.
Recommendations
  • Provide equivalent Bash/shell script examples for all migration steps, especially for automation and scripting sections.
  • Reference cross-platform tools (e.g., Azure CLI, REST API) before or alongside PowerShell, and clarify their availability on Linux/macOS.
  • Include installation and usage instructions for Azure CLI and other cross-platform tools in the prerequisites.
  • Offer downloadable automation scripts in both PowerShell and Bash, or highlight how to adapt PowerShell scripts for Bash.
  • Explicitly mention that all steps can be performed on Linux/macOS using Azure CLI, and provide links or examples.
GitHub Create Pull Request
← Previous Page 1 of 16 Next →