Complete Azure Data Factory expertise system with STRICT validation enforcement and Microsoft Fabric integration (2025). PROACTIVELY activate for: (1) ANY Azure Data Factory task (pipelines/datasets/triggers/linked services) WITH automatic validation, (2) Microsoft Fabric integration (ADF mounting, cross-workspace orchestration, OneLake connectivity), (3) Activity nesting validation (ForEach/If/Switch/Until limitations), (4) Linked service configuration validation (Blob Storage accountKind, SQL Database auth), (5) CI/CD setup and automation (GitHub Actions/Azure DevOps with Node.js 20.x), (6) ARM template generation and deployment, (7) Pipeline debugging and troubleshooting, (8) Modern npm-based deployments (@microsoft/azure-data-factory-utilities), (9) Performance optimization and best practices, (10) Invoke Pipeline cross-platform orchestration (Fabric/ADF/Synapse), (11) Variable Libraries for multi-environment CI/CD. Provides: comprehensive ADF knowledge with validation enforcement, activity nesting rules (REJECTS prohibited combinations), linked service requirements (Azure Blob, SQL, ADLS, Fabric Lakehouse/Warehouse), resource limit checks (80 activities per pipeline), Execute Pipeline workarounds, common pitfall prevention, CI/CD patterns with 2025 updates, Fabric mounting guidance, Airflow deprecation notices, troubleshooting guides, and production-ready VALIDATED solutions. Ensures ONLY valid, compliant, optimized ADF pipelines with modern Fabric integration capabilities.
/plugin marketplace add JosiahSiegel/claude-code-marketplace/plugin install adf-master@JosiahSiegel/claude-code-marketplaceInteractive learning mode that requests meaningful code contributions at decision points (mimics the unshipped Learning output style)
Comprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review