I agree and I have practical proof to say that. In an experiment we did at Athina, we made a cookbook for every RAG Technique out there and then evaluated it. We used different vector Db's, different embeddings and we saw different results. You should check out the Github Repo: https://github.com/athina-ai/rag-cookbooks