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The ETL Pipeline Builder skill automates the creation of production-grade data pipelines using the DLT (data-load-tools) framework. It guides users through the entire development lifecycle—from initial project scaffolding and API client implementation to warehouse-agnostic transformations and automated backfills. By enforcing standardized directory structures and best practices like incremental loading and rate limiting, it ensures that data engineers and developers can quickly deploy reliable pipelines for platforms like Toast, Square, and Stripe, or automate complex spreadsheet ingestion workflows.