Instacart has developed a modern search infrastructure on Postgres to enhance their search capabilities by integrating traditional full-text search with embedding-based retrieval. This hybrid approach addresses challenges such as overfetching, precision and recall control, and operational burdens, resulting in improved relevance, performance, and scalability for their extensive catalog of grocery items.