What is the recommended migration path for Airflow in ADF?

As Airflow is deprecated in ADF for 2025, the skill recommends migrating to Fabric Data Factory's native Airflow support or standalone AKS deployments.

Does this skill support the latest 2025 ADF updates?

Yes, it includes comprehensive information on the June 2025 Microsoft Fabric integration, Node.js 20.x CI/CD requirements, and Apache Airflow deprecation notices.

Can it help automate ADF deployments?

Absolutely. It provides specific scripts and configurations for the @microsoft/azure-data-factory-utilities package to enable true CI/CD without manual publishing.

How does this skill handle Windows development environments?

The skill enforces a mandatory backslash convention for file paths on Windows to ensure Edit and Write tools function correctly without path errors.

Azure Data Factory Master

Name: Azure Data Factory Master
Author: JosiahSiegel

byJosiahSiegel

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Cloud Infrastructure

Provides comprehensive Azure Data Factory knowledge, 2025 feature updates, and optimized CI/CD deployment patterns.

About

Azure Data Factory Master is a specialized knowledge base designed to streamline the development, orchestration, and deployment of ADF pipelines. It provides developers with up-to-date technical specifications for 2025, including critical Microsoft Fabric integration guides and Node.js 20.x requirements for modern CI/CD. The skill enforces best practices for Windows file pathing and documentation management, helping data engineers automate ARM template generation and navigate feature deprecations such as Apache Airflow with ease.

Key Features

Automated CI/CD validation using azure-data-factory-utilities
7 GitHub stars
2025 Microsoft Fabric and ADF mounting integration guidance
Windows-specific file path optimization for reliable tool execution
Real-time deprecation alerts and migration paths for Apache Airflow
Deep links to official Microsoft Learn documentation and library sources

Use Cases

Implementing hybrid data orchestration between Azure Data Factory and Microsoft Fabric workspaces.
Standardizing repository documentation and ARM template deployment for enterprise data environments.
Migrating legacy ADF pipelines to modern CI/CD workflows using GitHub Actions or Azure DevOps.

About

Key Features

Automated CI/CD validation using azure-data-factory-utilities
7 GitHub stars
2025 Microsoft Fabric and ADF mounting integration guidance
Windows-specific file path optimization for reliable tool execution
Real-time deprecation alerts and migration paths for Apache Airflow
Deep links to official Microsoft Learn documentation and library sources

Use Cases

Implementing hybrid data orchestration between Azure Data Factory and Microsoft Fabric workspaces.
Standardizing repository documentation and ARM template deployment for enterprise data environments.
Migrating legacy ADF pipelines to modern CI/CD workflows using GitHub Actions or Azure DevOps.