Aurora PostgreSQL pgvector
If your data already lives in Postgres, pgvector on Aurora keeps RAG SQL-native. We help you index, tune, and integrate it with Bedrock.
Slow vector queries, the wrong index type, or unsure whether pgvector or OpenSearch fits your workload? Aurora pgvector is powerful when tuned correctly.
Amazon Aurora PostgreSQL with the pgvector extension lets you store embeddings alongside relational data and run vector similarity search in SQL — a natural fit when your data already lives in Postgres. We help you design vector columns and indexes (HNSW vs IVFFlat), tune parameters for recall and latency, generate and store embeddings from Bedrock, integrate with Bedrock Knowledge Bases where supported, and decide between Aurora pgvector and OpenSearch for your workload.
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From daily job support to emergency production fixes, proxy interview guidance, and interview coaching — we have the expert for your specific need.
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Proxy Tech Support provides interview preparation, technical guidance, and job support services. All services are advisory and educational in nature.