Document Ingestion Pipeline
Document Ingestion Pipeline
Skill Profile
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- DevOps
- Backend
- Frontend
- AI-RAG
- Security Critical
Overview
Document ingestion pipeline covers the complete workflow of processing raw documents from various sources, extracting content, and preparing them for RAG systems. This skill includes source connectors, text extraction, preprocessing, and quality validation. The pipeline architecture follows a modular design with components for PDF processing, web crawling, database loading, text extraction, data cleaning, and quality validation.
Why This Matters
Document ingestion is the foundation of RAG systems. Poor ingestion leads to low-quality retrieval, missing content, and poor user experience. A well-designed pipeline ensures consistent quality, handles various sources, scales efficiently, and provides monitoring for debugging. This skill is essential for building production-grade RAG systems.