Hdinsight

439
Total Pages
279
Linux-Friendly Pages
160
Pages with Bias
36.4%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

867 issues found
Showing 26-50 of 867 flagged pages
Hdinsight Tutorial: Use Azure Automation runbooks to create clusters - Azure HDInsight ...ob/main/articles/hdinsight/manage-clusters-runbooks.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 exclusively uses PowerShell for all scripting and automation examples, with no mention of Bash, Python, or other cross-platform alternatives. All instructions, screenshots, and code samples are tailored to PowerShell and the AzureRM PowerShell modules, which are most commonly used on Windows. There is no guidance for users who prefer or require Linux-native tools, nor any parity for Bash or CLI-based runbooks.
Recommendations
  • Add equivalent examples using Bash scripts and the Azure CLI, which are natively supported on Linux and macOS.
  • Include instructions for creating runbooks using Python, which is cross-platform and supported in Azure Automation.
  • Mention and demonstrate how to use the Azure portal and Automation with non-Windows scripting environments.
  • Provide guidance on installing necessary modules or tools on Linux/macOS, not just Windows.
  • Ensure screenshots and walkthroughs are not exclusively tied to PowerShell, and show parity for other platforms.
GitHub Create Pull Request
Hdinsight Enable automatic topic creation in Apache Kafka - Azure HDInsight ...les/hdinsight/kafka/apache-kafka-auto-create-topics.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 mentions configuring Kafka during cluster creation through PowerShell or Resource Manager templates, but does not provide any Linux-specific examples or mention Linux-native tools (such as Bash, CLI, or shell scripts). The order of mention places Windows/PowerShell before other options, and no parity is given for Linux users in terms of example commands or workflows.
Recommendations
  • Add Linux/Bash CLI examples for cluster creation and configuration, such as using Azure CLI or shell scripts.
  • Mention Linux-native tools and workflows alongside PowerShell, ensuring both are represented equally.
  • Reorder mentions so that platform-neutral or Linux options are presented first or alongside Windows/PowerShell options.
  • Provide explicit instructions or code snippets for configuring Kafka using Linux tools, not just through Ambari or Resource Manager templates.
GitHub Create Pull Request
Hdinsight Cluster management best practices - Azure HDInsight ...rticles/hdinsight/cluster-management-best-practices.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy Windows First
Summary
The documentation page lists Azure PowerShell as a primary method for cluster creation and management, and includes it before Linux-native equivalents (such as Azure CLI and cURL). Windows tools (PowerShell) are mentioned explicitly, while Linux-specific tools or shell examples are less emphasized. Although Linux-based clusters are referenced, the documentation does not provide parity in example depth or ordering for Linux users.
Recommendations
  • Ensure Linux-native tools (Azure CLI, cURL, Bash scripts) are listed before or alongside Windows tools like PowerShell.
  • Provide explicit Bash or shell script examples for common management tasks, not just PowerShell.
  • Clarify which examples are platform-agnostic and which are Windows-specific.
  • Add notes or sections highlighting Linux workflows, especially for cluster management and customization.
  • Balance the ordering and depth of examples so Linux and Windows users have equal guidance.
GitHub Create Pull Request
Hdinsight Component version validation error in Azure Resource Manager templates ...ht/component-version-validation-error-arm-templates.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 references PowerShell and runbooks as automation tools before mentioning the Azure CLI, which is cross-platform. There are no explicit Linux-specific examples, nor are Linux-native tools or shell commands (e.g., Bash) mentioned. The examples and troubleshooting steps do not provide parity for Linux users, focusing instead on generic or Windows-centric automation approaches.
Recommendations
  • Include explicit Bash or shell script examples for Linux users alongside PowerShell examples.
  • Mention Linux-native automation tools (e.g., Bash, cron, Ansible) when listing automation options.
  • Ensure that Azure CLI examples are provided and clearly marked as cross-platform.
  • Reorder references to automation tools so that cross-platform or Linux-native tools are listed first or equally with Windows tools.
  • Add troubleshooting steps or notes relevant to Linux environments, if applicable.
GitHub Create Pull Request
Hdinsight Azure Monitor Agent (AMA) migration guide for Azure HDInsight clusters ...cs/blob/main/articles/hdinsight/azure-monitor-agent.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias by presenting PowerShell-based instructions before CLI alternatives, referencing Windows-specific tools (such as PowerShell and azcopy), and linking to Windows client device documentation. There is a lack of explicit Linux shell examples, and the use of tools like jq and azcopy is mentioned without clarifying their cross-platform availability or alternatives. The migration and enablement steps are primarily described in terms of Windows-centric workflows, with no mention of Linux-specific nuances or troubleshooting.
Recommendations
  • Provide Linux shell (bash) examples alongside PowerShell, especially for steps involving scripting and automation.
  • Clarify the cross-platform availability of tools like azcopy and jq, and suggest installation steps for Linux environments.
  • Include references to Linux documentation (e.g., 'Set up the Azure Monitor agent on Linux client devices') where appropriate.
  • Explicitly state that all CLI commands are supported on Linux and macOS, and highlight any OS-specific differences.
  • Reorder sections so that CLI instructions (which are cross-platform) are presented before PowerShell instructions to avoid Windows-first bias.
  • Add troubleshooting tips or notes for common issues encountered on Linux systems.
GitHub Create Pull Request
Hdinsight Reboot VMs for Azure HDInsight clusters ...docs/blob/main/articles/hdinsight/cluster-reboot-vm.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 detailed PowerShell instructions for rebooting HDInsight cluster VMs, referencing Windows-centric tools first, and omitting equivalent Linux command-line examples (such as Azure CLI or Bash). The REST API section is platform-neutral, but the only concrete command-line walkthrough is for PowerShell, which is primarily used on Windows. There is no mention of Linux tools or patterns, nor are Linux-specific instructions or examples provided.
Recommendations
  • Add Azure CLI examples for listing and rebooting HDInsight cluster nodes, as Azure CLI is cross-platform and widely used on Linux.
  • Include Bash script examples for interacting with the REST API (e.g., using curl or wget) to reboot nodes.
  • Explicitly mention that PowerShell Core can be used on Linux and macOS, if relevant, and provide installation guidance.
  • Reorder sections or provide parallel examples so that Linux-compatible methods (Azure CLI, Bash) appear alongside or before Windows/PowerShell methods.
  • Reference Linux troubleshooting tools and patterns (e.g., SSH, systemctl, journalctl) where appropriate.
GitHub Create Pull Request
Hdinsight Connect Azure HDInsight to your on-premises network ...main/articles/hdinsight/connect-on-premises-network.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 demonstrates a moderate Windows bias. Windows-centric tools and patterns (PowerShell, Windows Server DNS) are mentioned before or more prominently than Linux equivalents. PowerShell examples are given first in several places, and references to Windows DNS management tools appear before Linux/BIND instructions. While Linux/BIND is covered in detail for DNS setup, Windows tools and PowerShell are often introduced first or given special mention, and Linux CLI examples are sometimes secondary.
Recommendations
  • Present Azure CLI and Linux/BIND examples before or alongside PowerShell and Windows Server instructions, especially in sections on network interface discovery and DNS configuration.
  • Add explicit step-by-step instructions for configuring conditional forwarders on common Linux DNS servers (BIND, dnsmasq) before referencing Windows Server DNS documentation.
  • Ensure parity in example scripts: for every PowerShell snippet, provide an equivalent Azure CLI or Bash example, and consider making CLI/Bash the default or first example.
  • When referencing external documentation (e.g., DNS server configuration), link to both Windows and Linux resources equally and in parallel.
  • Review language to avoid assuming Windows as the default platform (e.g., avoid phrases like 'If using PowerShell...' without a parallel 'If using Bash/Azure CLI...').
GitHub Create Pull Request
Hdinsight Azure HDInsight architecture with Enterprise Security Package ...ght/domain-joined/apache-domain-joined-architecture.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a strong Windows bias by focusing exclusively on Microsoft-centric identity solutions (Active Directory, Microsoft Entra Domain Services), referencing Windows Server compatibility, and providing only PowerShell-based configuration examples. There are no Linux-specific tools, commands, or alternative approaches mentioned for identity integration, nor are cross-platform equivalents or parity discussed.
Recommendations
  • Include examples using Linux-native tools (such as kinit, ldapsearch, or Kerberos utilities) for identity verification and troubleshooting.
  • Provide guidance for configuring HDInsight clusters from Linux environments, including CLI or shell script alternatives to PowerShell commands.
  • Mention open-source or cross-platform identity providers and discuss their compatibility or limitations with HDInsight ESP.
  • Clarify whether all administrative tasks (such as service principal creation or policy management) can be performed from non-Windows platforms, and document any required steps.
  • Add parity in troubleshooting steps, e.g., how to check authentication issues from Linux VMs or using non-PowerShell methods.
GitHub Create Pull Request
Hdinsight Create, configure Enterprise Security Package clusters - Azure ...in-joined-create-configure-enterprise-security-cluster.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation is heavily biased towards Windows environments, with all setup and configuration steps assuming the use of Windows Server, Active Directory, and Windows-based tools. PowerShell is the only scripting language provided for infrastructure setup, and all user/group management instructions rely on Windows GUI tools (Server Manager, MMC). There are no Linux equivalents or cross-platform alternatives mentioned for VM setup, domain management, or certificate creation.
Recommendations
  • Provide Linux-based alternatives for VM setup, domain management, and certificate creation (e.g., using Samba for domain services, OpenLDAP, or Linux-based DNS tools).
  • Include Bash/Azure CLI examples alongside PowerShell scripts for infrastructure provisioning.
  • Document how to perform user and group management using cross-platform or command-line tools, such as Azure CLI, REST API, or Linux utilities.
  • Clarify which steps are strictly Windows-only and offer guidance for organizations using Linux-based on-premises environments.
  • Add references or links to official guidance for integrating Linux-based identity solutions with Microsoft Entra ID and HDInsight ESP clusters.
GitHub Create Pull Request
Hdinsight Apache Hive policies in Apache Ranger - Azure HDInsight ...insight/domain-joined/apache-domain-joined-run-hive.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 Windows bias by exclusively describing how to connect to Hive from Excel using the ODBC driver, which is a Windows-centric tool. All examples and instructions for testing Ranger policies are given using Microsoft Excel and the Windows ODBC driver, with no mention of Linux alternatives or cross-platform tools. The prerequisites and workflow assume the user is on a Windows workstation with Microsoft Office installed, and the step-by-step instructions focus on Windows UI elements and dialogs. Linux-based methods (such as using Beeline, Hive CLI, or other open-source database clients) are not referenced, nor are there examples for connecting from Linux or macOS environments.
Recommendations
  • Add examples for connecting to Hive from Linux workstations, such as using Beeline, Hive CLI, or open-source database clients (e.g., DBeaver, SQuirreL SQL).
  • Include instructions for configuring and testing Ranger policies using command-line tools available on Linux and macOS.
  • Mention cross-platform ODBC/JDBC clients and provide sample connection strings and workflows for those environments.
  • Update prerequisites to include Linux and macOS options, and clarify that the workflow is not limited to Windows.
  • Provide parallel examples for importing data into open-source spreadsheet applications (e.g., LibreOffice Calc) on Linux.
GitHub Create Pull Request
Hdinsight Double encryption for data at rest ...e-docs/blob/main/articles/hdinsight/disk-encryption.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 Windows-centric tools and patterns. PowerShell is featured prominently for resource deployment and cluster management, with detailed examples and references. Windows tools (PowerShell cmdlets) are used for key recovery and cluster creation, often before or in addition to Azure CLI examples. There is little to no mention of Linux-native tools or workflows, and the examples do not provide parity for Linux users (e.g., Bash scripts, Linux command-line utilities).
Recommendations
  • Provide equivalent Bash or shell script examples for cluster creation and management, especially for ARM template deployment and key recovery.
  • Include Linux-native command-line workflows (e.g., using curl, jq, or az CLI from Bash) alongside PowerShell examples.
  • Reference Linux tools and patterns (such as Bash scripting, SSH key management, etc.) where appropriate, not just Windows/PowerShell.
  • Ensure that Azure CLI examples are given equal prominence and detail as PowerShell examples.
  • Add explicit guidance for Linux users, including any OS-specific considerations or prerequisites.
GitHub Create Pull Request
Hdinsight Configure clusters for Microsoft Entra integration ...ned/apache-domain-joined-configure-using-azure-adds.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 exhibits a Windows bias in several areas. The only explicit code example for certificate creation uses PowerShell, with no equivalent Linux/OpenSSL example provided. Network testing and domain joining instructions focus exclusively on Windows VMs, referencing Windows-specific tools like ldp.exe and omitting Linux alternatives. Troubleshooting and validation steps are described using Windows terminology and tools, with no mention of how to perform these tasks on Linux systems. Linux is only briefly mentioned in a 'Next steps' link for SSH, but not in the main configuration or validation workflow.
Recommendations
  • Provide equivalent Linux/OpenSSL commands for certificate creation alongside PowerShell examples.
  • Include instructions for joining a Linux VM to the domain and validating connectivity (e.g., using realm, sssd, or adcli).
  • Suggest Linux-native tools for LDAP testing (e.g., ldapsearch) and network troubleshooting (e.g., dig, nslookup, ping).
  • Ensure troubleshooting and validation steps are described for both Windows and Linux environments.
  • Where Windows tools (like ldp.exe) are referenced, mention Linux alternatives and provide example usage.
  • Consider reordering examples so that Linux and Windows approaches are presented with equal prominence.
GitHub Create Pull Request
Hdinsight Manage Enterprise Security Package clusters - Azure HDInsight ...hdinsight/domain-joined/apache-domain-joined-manage.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 demonstrates a Windows bias by prioritizing Windows-centric tools (Visual Studio Code, Visual Studio Tools, Power BI, Excel), referencing Windows authentication patterns (Active Directory, AAD-DS), and omitting explicit Linux usage examples or alternatives. Examples for connecting to clusters and managing them are given for Windows-oriented IDEs (VS Code, IntelliJ, Eclipse) but do not mention Linux-specific tools or workflows. PowerShell is referenced as an external tool for job execution, but there are no Bash or Linux shell examples. The documentation does not provide parity for Linux users in terms of tooling, connection methods, or management workflows.
Recommendations
  • Add explicit Linux examples for cluster management, such as using Bash scripts, SSH, or Linux-native tools.
  • Include instructions for connecting to clusters from Linux environments, e.g., using Beeline, curl, or other CLI tools.
  • Mention Linux equivalents for Windows tools (e.g., alternatives to Power BI, Visual Studio Tools) and provide parity in documentation.
  • Clarify which steps and tools are cross-platform and which are Windows-specific, and provide alternatives where possible.
  • Reference Linux authentication and identity management patterns where relevant, such as integration with LDAP or Kerberos from Linux hosts.
GitHub Create Pull Request
Hdinsight Overview of enterprise security in Azure HDInsight ...hdinsight/domain-joined/hdinsight-security-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 demonstrates a Windows bias by focusing on Active Directory-based authentication (Microsoft Entra Domain Services), referencing PowerShell as a primary access method, and omitting Linux-specific authentication or management examples. Windows tools and patterns (Active Directory, PowerShell) are mentioned exclusively or before any Linux equivalents. There are no examples or guidance for Linux-native authentication (such as LDAP/Kerberos integration outside of AD), nor are Linux command-line tools or workflows discussed.
Recommendations
  • Include examples for Linux-native authentication methods, such as integrating with open-source LDAP or Kerberos servers.
  • Provide Linux command-line examples for cluster access and management (e.g., using SSH, curl, or Linux CLI tools) alongside PowerShell examples.
  • Mention and document Linux equivalents for Active Directory, such as FreeIPA or OpenLDAP, where applicable.
  • Ensure that references to tools and workflows are cross-platform, and avoid listing Windows/PowerShell methods first or exclusively.
  • Add explicit guidance for Linux users on how to interact with HDInsight clusters, including authentication, authorization, and auditing.
GitHub Create Pull Request
Hdinsight Azure HDInsight ID Broker (HIB) ...in/articles/hdinsight/domain-joined/identity-broker.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 for Azure HDInsight ID Broker demonstrates a Windows bias in several ways. The authentication infrastructure is described as running on a Windows Server VM, with no mention of Linux alternatives or parity. Tool integration examples focus on Visual Studio Code and IntelliJ, which are cross-platform but often associated with Windows environments; there is no mention of Linux-native tools or command-line utilities. The SSH section references Kerberos authentication and the use of local/cloud accounts but does not provide Linux-specific SSH or kinit examples. Throughout, Windows-centric terminology and patterns are used, and Linux equivalents are either missing or not prioritized.
Recommendations
  • Explicitly mention whether the HDInsight ID Broker node can run on Linux, or clarify why Windows Server is required.
  • Provide Linux-specific examples for SSH, kinit, and keytab usage, including troubleshooting steps for common Linux distributions.
  • Include references to Linux-native tools (e.g., command-line utilities, editors like Vim or Emacs) for cluster access and management.
  • Ensure that any PowerShell or Windows-specific instructions are paired with Bash/Linux shell equivalents.
  • Add guidance for configuring and managing clusters from Linux environments, including ARM template deployment from Linux hosts.
GitHub Create Pull Request
Hdinsight Excel & Apache Hadoop with Open Database Connectivity (ODBC) Driver - Azure HDInsight ...hadoop/apache-hadoop-connect-excel-hive-odbc-driver.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 is heavily Windows-centric, providing only instructions for setting up the Microsoft Hive ODBC driver and connecting Excel to HDInsight from a Windows environment. All examples and steps reference Windows-specific tools (ODBC Data Source Administrator, Excel, Windows menus), with no mention of Linux equivalents or alternative approaches for non-Windows platforms. There are no instructions for using ODBC on Linux, nor any guidance for connecting from Excel on macOS or Linux, or using open-source ODBC drivers.
Recommendations
  • Add instructions for configuring Hive ODBC connections on Linux, including installation of open-source ODBC drivers (e.g., unixODBC, Simba Hive ODBC for Linux).
  • Provide examples for connecting to HDInsight from Excel on macOS, or suggest alternative BI tools available on Linux/macOS.
  • Include command-line examples for creating ODBC DSNs on Linux (e.g., editing odbc.ini and odbcinst.ini files).
  • Mention cross-platform alternatives to the Microsoft Hive ODBC driver, and clarify platform limitations.
  • Reorder sections or add notes to clarify that the instructions are Windows-specific, and provide parity for other platforms where possible.
GitHub Create Pull Request
Hdinsight Connect Excel to Apache Hadoop with Power Query - Azure HDInsight ...ight/hadoop/apache-hadoop-connect-excel-power-query.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 is heavily focused on Windows environments, requiring a Windows workstation and Microsoft Excel with Power Query, both of which are Windows-centric tools. There are no examples or guidance for Linux or macOS users, nor alternative BI tools or workflows that could be used on non-Windows platforms. The prerequisites and instructions assume the reader is using Windows, and all tooling mentioned is Microsoft/Windows-specific.
Recommendations
  • Provide alternative instructions for Linux and macOS users, such as using LibreOffice Calc, Apache Zeppelin, or other cross-platform BI tools.
  • Include examples of connecting to HDInsight from non-Windows platforms, possibly using Python, R, or web-based tools.
  • Clarify that Power Query for Excel is only available on Windows, and suggest equivalent open-source or cross-platform solutions for other operating systems.
  • Reorganize prerequisites and examples to mention Linux/macOS options where possible, or explicitly state platform limitations.
  • Add links to documentation for cross-platform data analysis tools that can connect to HDInsight clusters.
GitHub Create Pull Request
Hdinsight Cluster creation fails with DomainNotFound error in Azure HDInsight ...hdinsight/domain-joined/troubleshoot-domainnotfound.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 presents Windows VM domain join as the first and primary debugging step, referencing the use of the Windows control panel UI for domain joining. Linux (Ubuntu) domain join is mentioned second, with less detail and only referencing a script. There is an implicit assumption of familiarity with Windows tools and workflows, and no Linux-specific troubleshooting commands or manual steps are provided.
Recommendations
  • Present Linux and Windows troubleshooting steps with equal prominence, ideally side-by-side.
  • Provide manual Linux domain join steps (e.g., using 'realm join', 'adcli', or Samba commands) in addition to the script.
  • Include Linux-specific troubleshooting commands (e.g., 'dig', 'nslookup', 'systemctl status', etc.) for DNS and domain join verification.
  • Avoid referencing Windows UI tools without Linux equivalents; if a UI is mentioned, provide a CLI or GUI alternative for Linux.
  • Clarify that both Windows and Linux VMs can be used for debugging, and ensure instructions are complete for both platforms.
GitHub Create Pull Request
Hdinsight Apache Ambari heartbeat issues in Azure HDInsight .../hadoop/apache-ambari-troubleshoot-heartbeat-issues.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 provides troubleshooting steps for Apache Ambari heartbeat issues in Azure HDInsight. While most examples use Linux commands, the only explicit tooling mentioned for disabling Azure Monitor logging is a PowerShell cmdlet (Disable-AzHDInsightMonitoring), with no equivalent Bash or Linux CLI example. This suggests a bias towards Windows tooling and PowerShell, and may confuse Linux users who expect parity or alternatives.
Recommendations
  • Provide equivalent Bash/Azure CLI commands for disabling Azure Monitor logging, alongside the PowerShell example.
  • Clarify whether the PowerShell cmdlet is required or if Linux users can use portal or CLI alternatives.
  • Add explicit notes or links for Linux users on how to perform the same actions without PowerShell.
  • Ensure that troubleshooting steps are presented in a cross-platform manner, with both Windows and Linux options where applicable.
GitHub Create Pull Request
Hdinsight Use C# with MapReduce on Hadoop in HDInsight - Azure ...oop/apache-hadoop-dotnet-csharp-mapreduce-streaming.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits several forms of Windows bias. Visual Studio is presented as the primary development environment, with no mention of Linux alternatives for building C# applications (such as using Mono's command-line tools or VS Code on Linux). The upload instructions rely on Visual Studio's Data Lake Tools and Azure integration, omitting Linux-native methods (e.g., Azure CLI, azcopy, or hadoop fs commands). PowerShell is featured as the only scripted automation example, with no Bash or Linux shell equivalent. The prerequisites and workflow implicitly assume a Windows development environment, and Windows-centric tools/patterns are mentioned before any Linux alternatives, if at all.
Recommendations
  • Add instructions for building C# applications on Linux using Mono's command-line tools (e.g., mcs) or VS Code.
  • Provide alternative upload methods using Azure CLI, azcopy, or hadoop fs commands for Linux users.
  • Include a Bash or shell script example for running MapReduce jobs and downloading results, alongside the PowerShell script.
  • Explicitly mention Linux-compatible development workflows and tools in the prerequisites and throughout the guide.
  • Reorder sections or provide parallel instructions so that Linux and Windows approaches are equally represented.
GitHub Create Pull Request
Hdinsight C#, Apache Hive & Apache Pig on Apache Hadoop - Azure HDInsight ...ght/hadoop/apache-hadoop-hive-pig-udf-dotnet-csharp.md
High Priority View Details →
Scanned: 2026-01-11 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 page demonstrates a significant Windows bias. All development examples use Visual Studio (a Windows-centric IDE) and reference Windows workflows (e.g., Server Explorer, Data Lake Tools for Visual Studio) for building, uploading, and running C# UDFs. Azure PowerShell is mentioned as a recommended tool, but Linux equivalents (such as SSH, SCP, or Linux-native editors) are not described or are relegated to later sections. The process for running Pig jobs does use SSH, but there are no Linux-native development or upload instructions, and all code creation steps assume Visual Studio on Windows.
Recommendations
  • Provide step-by-step instructions for building C# projects on Linux using Mono and command-line tools (e.g., dotnet CLI, msbuild, or MonoDevelop).
  • Include examples of uploading .exe files to HDInsight storage using Linux tools (e.g., Azure CLI, azcopy, scp) rather than only Visual Studio workflows.
  • Mention and demonstrate Linux-native editors (e.g., VS Code, Vim, Emacs) for code creation and editing.
  • Present Azure CLI usage before or alongside Azure PowerShell, as CLI is cross-platform.
  • Add explicit instructions for running Hive queries from the command line (e.g., using beeline or hive CLI) on Linux, not just through Visual Studio.
  • Clarify which steps are platform-agnostic and which are specific to Windows, and ensure Linux users have clear, parallel guidance.
GitHub Create Pull Request
Hdinsight Java user-defined function (UDF) with Apache Hive Azure HDInsight ...ticles/hdinsight/hadoop/apache-hadoop-hive-java-udf.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a strong Windows bias. The test environment is explicitly Windows 10, all initial commands use Windows Command Prompt syntax (cmd), and file editing is done with Notepad. Troubleshooting uses PowerShell scripts to fix line endings, with no Linux alternatives provided. Linux equivalents (e.g., bash commands, Linux text editors) are missing or only implied, and Windows tools/patterns are mentioned exclusively or before any Linux options.
Recommendations
  • Provide Linux/Unix shell command equivalents alongside Windows cmd examples (e.g., use mkdir ~/HDI, cd ~/HDI).
  • Include instructions for editing files with common Linux editors (e.g., nano, vim, gedit) as alternatives to Notepad.
  • Add troubleshooting steps for fixing line endings using Linux tools (e.g., dos2unix, sed) instead of only PowerShell.
  • Clarify that the steps can be performed on Linux/macOS and provide explicit commands for those platforms.
  • Rephrase the test environment section to be platform-neutral or provide parallel instructions for both Windows and Linux environments.
GitHub Create Pull Request
Hdinsight Data migration: On-premises Apache Hadoop to Azure HDInsight ...op-on-premises-migration-best-practices-data-migration.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 a mild Windows bias by listing Windows-centric tools (Azure Storage Explorer, Azure PowerShell) before cross-platform or Linux-native alternatives, and by not providing explicit Linux command-line examples or references (e.g., bash, Linux CLI tools) in sections where they would be relevant. While some tools mentioned are cross-platform (AzCopy, Azure CLI), the lack of Linux-specific guidance or examples (such as using SCP, rsync, or Linux shell scripting for migration) and the prioritization of Windows tools may disadvantage Linux users.
Recommendations
  • Include explicit Linux command-line examples for data migration, such as using SCP, rsync, or curl.
  • Mention Linux-native tools and workflows alongside Windows tools, ensuring parity in tool recommendations.
  • Provide bash script examples for common migration tasks, not just wrapper scripts for Hive.
  • Clarify which tools are cross-platform and provide installation/use instructions for both Windows and Linux.
  • Reorder tool lists to avoid implicit prioritization of Windows tools (e.g., list Azure CLI before Azure PowerShell).
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Hdinsight Security: Migrate on-premises Apache Hadoop to Azure HDInsight ...p-on-premises-migration-best-practices-security-devops.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 a Windows bias by exclusively referencing Microsoft Entra Domain Services (formerly Azure Active Directory Domain Services), Active Directory, and related Windows-centric tools and patterns for authentication and cluster management. There are no examples or guidance for Linux-native identity solutions (such as LDAP, Kerberos, or local Linux user management), nor are Linux-specific tools or patterns mentioned. The documentation assumes a Windows-based enterprise environment and omits Linux alternatives for security, identity, and cluster management.
Recommendations
  • Include examples and guidance for integrating HDInsight clusters with Linux-native identity solutions, such as OpenLDAP or MIT Kerberos.
  • Provide instructions for configuring cluster authentication and RBAC using Linux tools and patterns, in addition to Microsoft Entra Domain Services.
  • Add Linux-specific best practices for cluster security, such as using SSH key-based authentication, Linux firewall configuration, and local user/group management.
  • Ensure that examples and steps are provided for both Windows and Linux environments, or clarify when a feature is Windows-only.
  • Mention open-source alternatives to Windows-centric tools where possible, and discuss their integration with HDInsight.
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Hdinsight Add additional Azure Storage accounts to HDInsight ...ain/articles/hdinsight/hdinsight-hadoop-add-storage.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 a detailed PowerShell example for verifying storage accounts but does not offer an equivalent Linux/Unix shell (e.g., Bash) or Azure CLI example. The verification section leads with PowerShell, which is primarily a Windows tool, and omits Linux-native approaches despite HDInsight clusters being Linux-based. This creates a Windows-centric bias and may disadvantage users working from Linux or macOS environments.
Recommendations
  • Add a Bash or Azure CLI example for verifying storage accounts, using curl, jq, or az commands.
  • Present Linux-native verification methods before or alongside PowerShell examples, reflecting the Linux-based nature of HDInsight clusters.
  • Explicitly mention cross-platform alternatives and ensure parity in instructions for both Windows and Linux users.
  • Review other sections for similar patterns and ensure all operational steps (verification, removal, etc.) have Linux/Unix equivalents.
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