In this article, I explore how to improve the retrieval subsystem of RAG pipelines. I discuss common issues that can occur at the retrieval stage and provide practical solutions. Topics covered include tracking relevant metrics, addressing database coverage and embedding model suitability, query rewriting techniques, and strategies for enhancing context relevance through chunking.