How Instacart Built a Search System for Billions of Items

Instacart migrated their search infrastructure from Elasticsearch to PostgreSQL, achieving 10x reduction in indexing overhead while handling billions of daily writes across a dynamic grocery catalog. The hybrid system supports both keyword and semantic search at scale. Engineers building high-throughput retail search pipelines should study this architecture tradeoff carefully.