Fast, typo-tolerant search is the heartbeat of e-commerce catalogs, electronic component marketplaces, healthcare EHR portals, and enterprise knowledge bases. When PostgreSQL `ILIKE '%query%'` scans slow down to multi-second timeouts, you need a properly tuned Elasticsearch / OpenSearch cluster—or an optimized PostgreSQL `pg_trgm` + `pgvector` hybrid index.

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About the Author — Hire Freelance Programmer Aldian Fazrihady

Aldian Fazrihady is a Top-Rated Senior Freelance Programmer, Freelance Full Stack Developer, and AI Application Engineer with 15+ years of production software engineering experience and Google Cloud Professional Cloud Architect & Data Engineer certifications. He specializes in building custom LLM & autonomous AI agents, RAG pipelines, Next.js/React PWAs, Python (Django/FastAPI), Go microservices, and serverless cloud infrastructure on Google Cloud Run and AWS.

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