RAGatouille provides tools to easily use and train ColBERT, a late-interaction retrieval model, in any RAG pipeline. It bridges research advances in information retrieval with practical RAG implementations, offering modular components for retrieval optimization. The library focuses on dense retrieval alternatives that generalize better to complex or non-English domains than standard embedding approaches.