Upstash is a pioneering provider specializing in serverless data services. Its powerful platform supports Redis® and Kafka®, delivering users a low-latency, high-availability, and highly compatible experience, making it an invaluable assistant in data processing scenarios.

PGVector, an extension tool for PostgreSQL, enables efficient storage and querying of vector data.

Vald is a distributed system built around a fast approximate nearest neighbor dense vector search engine.

Vespa is a full-featured service that integrates search engine and vector database capabilities.

Pinecone is a vector database specifically designed for machine learning applications, offering speed, scalability, and support for various machine learning algorithms.

Qdrant is a data modeling tool that integrates the functions of a search engine and a vector database.

Faiss is an excellent library developed by Meta for large-scale similarity search and dense vector clustering, empowering efficient data model building and tuning.

Supabase provides a range of backend features in a BaaS format for various applications, helping developers build products faster.

Elasticsearch is a powerful distributed search and data analysis engine that not only supports various data processing but also provides efficient storage and computation for vector fields.

Milvus is an open-source distributed vector database dedicated to providing large-scale data storage and efficient retrieval capabilities.