Celebrating two years at Weaviate, the author reflects on key insights about vector databases, emphasizing the importance of starting with traditional keyword search, understanding the nuances of vector search, and recognizing the interplay between vector databases and large language models. The article also addresses common misconceptions and offers practical advice on embedding models and search strategies.