Complete Azure Data Factory expertise system with comprehensive JSON references, validation enforcement, and Microsoft Fabric integration (2025). PROACTIVELY activate for: (1) ANY ADF pipeline JSON creation or editing, (2) Activity configuration (Copy, ForEach, IfCondition, Switch, Until, Lookup, ExecutePipeline, WebActivity, DatabricksJob), (3) Activity nesting validation (ForEach/If/Switch/Until limitations with Execute Pipeline workarounds), (4) Linked service JSON (Blob Storage accountKind, Azure SQL, ADLS Gen2, Synapse, Databricks, Fabric Lakehouse/Warehouse, REST, SFTP, Snowflake), (5) Expression functions (@utcnow, @formatDateTime, @concat, @activity(), @pipeline().parameters), (6) Trigger configuration (Schedule, Tumbling Window with dependencies, Event triggers), (7) Dataset JSON schemas with parameterization, (8) CI/CD setup (GitHub Actions/Azure DevOps with Node.js 20.x, @microsoft/azure-data-factory-utilities), (9) ARM template generation and multi-environment deployment, (10) Microsoft Fabric integration (ADF mounting, Invoke Pipeline cross-workspace, Variable Libraries), (11) Pipeline debugging and error troubleshooting. Provides: Complete JSON reference library for all activity types, linked services, triggers, datasets, and expressions. Validation rules with resource limits (80/120 activities, 50 parameters, 50 batchCount). Progressive disclosure references for deep technical details. Commands for validation, debugging, and generation. Utility scripts for ARM parameters, dependency graphs, and environment comparison.
Expert system for Azure Data Factory providing JSON references, validation, and Fabric integration for pipeline creation, CI/CD, and troubleshooting.
Why this plugin
Comprehensive ADF expertise with proactive validation, up-to-date 2025 references, and Microsoft Fabric integration. Solves complex JSON configuration, enforces limits, and streamlines CI/CD deployments.
Prerequisites
Azure subscription, ADF instance. For CI/CD: Node.js 20.x, @microsoft/azure-data-factory-utilities, GitHub Actions/Azure DevOps.
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