Instacart has redesigned its search infrastructure by replacing Elasticsearch with PostgreSQL, combining keyword and embedding-based retrieval in a single system. By consolidating catalog and search data into Postgres, the company aimed to simplify operations, reduce synchronization overhead, and improve precision and recall in search results.