This blog post details Instacart's journey of evolving its search infrastructure by migrating from Elasticsearch to Postgres and implementing a hybrid search system combining traditional and embedding-based retrieval methods. It discusses the challenges faced with their previous solutions and showcases how the new architecture has improved search relevance, operational efficiency, and customer experience.