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CI/CD for Azure Data Factory uses the @microsoft/azure-data-factory-utilities npm package to automate ARM template generation and deployment. GitHub Actions workflows trigger validation, build, and deployment stages across development, test, and production environments, ensuring consistent pipeline execution.

Use the PrePostDeploymentScript.Ver2.ps1 PowerShell script during ARM template deployment to intelligently manage triggers. The script pauses triggers before deployment and resumes them afterward, minimizing data pipeline disruption.

Troubleshooting Azure Data Factory uses Kusto queries to analyze diagnostic logs, identify common error patterns, and surface actionable resolution steps. Repository structure best practices and error documentation help resolve issues across development and production environments.

Yes. Both Azure DevOps and GitHub Actions work with the @microsoft/azure-data-factory-utilities npm package for automated ADF deployment. Modern CI/CD patterns apply across platforms, supporting ARM template generation and trigger management regardless of pipeline tool.

Implement Azure Data Factory CI/CD with npm for the @microsoft/azure-data-factory-utilities package and PowerShell for deployment scripts. These dependencies enable ARM template generation, validation, and intelligent trigger management in automated workflows.

Modern CI/CD patterns for Azure Data Factory eliminate manual deployments, ensure compliance with 2025 updates and deprecations, and provide repeatable automation across environments. Standardized repository structures and deployment workflows reduce errors and accelerate time-to-production.