Add to ComparepgvectorVector DBsFreeOpen-source vector extension for PostgreSQL — the default choice for SQL + embeddings.Best forRAG with relational dataSmall-to-medium vector workloadsSupabase and RDS deploymentsOpen SourceCloudSelf-hostedSQL SDKPython SDK#vector-db#postgres#open-sourceOfficial WebsiteRepositoryRead GuideDetails
Add to ComparePineconeVector DBsFreemiumPopularManaged vector database for similarity search and RAG.Best forRAG systemsSemantic searchRecommendation enginesAPICloudEnterprisePython SDKJavaScript SDKGo SDKJava SDK.NET SDK#vector-db#rag#search+1 moreOfficial WebsiteRepositoryRead GuideDetails
Add to CompareElastic AI SearchVector DBsFreemiumElasticsearch with vector search, hybrid retrieval, and enterprise AI features.Best forEnterprise hybrid searchObservability + AILarge document corporaCloudSelf-hostedEnterpriseJava SDKPython SDK#vector-db#elastic#enterpriseOfficial WebsiteRepositoryRead GuideDetails
Add to CompareAzure AI SearchVector DBsCloud PlatformsPaidManaged cognitive search with vector, hybrid, and semantic ranking on Azure.Best forAzure-native RAGEnterprise document searchMicrosoft ecosystem appsAPICloudEnterprisePython SDKC# SDKJavaScript SDK#vector-db#azure#enterpriseOfficial WebsiteRead GuideDetails
Add to CompareRedis Vector SearchVector DBsFreemiumVector similarity search built into Redis — low-latency embeddings at scale.Best forReal-time recommendationCaching + vector searchLow-latency RAGOpen SourceAPICloudSelf-hostedEnterprisePython SDKJavaScript SDKGo SDKJava SDK#vector-db#redis#searchOfficial WebsiteRepositoryRead GuideDetails
Add to CompareOpenSearchVector DBsFreeOpen-source search and analytics engine with k-NN vector search support.Best forHybrid keyword + vector searchLog analytics + embeddingsAWS-native searchOpen SourceCloudSelf-hostedEnterpriseJava SDKPython SDK#vector-db#search#open-sourceOfficial WebsiteRepositoryRead GuideDetails
Add to CompareMongoDB Atlas Vector SearchVector DBsFreemiumVector search integrated into MongoDB Atlas alongside operational document data.Best forApps already on MongoDBDocument + embedding co-locationRapid RAG prototypingAPICloudEnterprisePython SDKJavaScript SDKJava SDK#vector-db#mongodb#databaseOfficial WebsiteRead GuideDetails
Add to CompareQdrantVector DBsFreemiumOpen-source vector database with filtering and hybrid search.Best forRAG systemsSemantic searchRecommendation enginesOpen SourceAPICloudSelf-hostedEnterprisePython SDKJavaScript SDKRust SDKGo SDKJava SDK.NET SDK#vector-db#search#ragOfficial WebsiteRepositoryRead GuideDetails
Add to CompareVespaVector DBsServingFreemiumOpen big data serving engine for vector search, ranking, and ML inference at scale.Best forLarge-scale recommendationReal-time ranking + vectorsYahoo-scale searchOpen SourceCloudSelf-hostedEnterpriseJava SDKPython SDK#vector-db#search#rankingOfficial WebsiteRepositoryRead GuideDetails
Add to CompareNeo4j Vector IndexVector DBsFreemiumVector search on Neo4j graph database — combine embeddings with knowledge graphs.Best forGraphRAGEntity-aware retrievalKnowledge graph + semantic searchCloudSelf-hostedEnterprisePython SDKJava SDK#vector-db#graph#knowledge-graphOfficial WebsiteRepositoryRead GuideDetails
Add to CompareMilvusVector DBsFreemiumOpen-source vector database built for billion-scale similarity search.Best forLarge-scale RAGEnterprise searchBillion-vector indexesOpen SourceAPICloudSelf-hostedEnterprisePython SDKGo SDKJava SDKJavaScript SDKC++ SDK#vector-db#scale#ragOfficial WebsiteRepositoryRead GuideDetails
Add to CompareLanceDBVector DBsFreemiumEmbedded vector database built on the Lance columnar format for search over object storage.Best forEmbedded vector searchMultimodal AI datasetsLocal RAG developmentOpen SourceAPICloudSelf-hostedEnterprisePython SDKTypeScript SDKRust SDK#vector-db#embedded#multimodalOfficial WebsiteRepositoryRead GuideDetails
Add to CompareChromaVector DBsFreemiumOpen-source embedding database for AI applications.Best forPrototyping RAGLocal developmentSmall to medium datasetsOpen SourceAPICloudSelf-hostedPython SDKJavaScript SDKRust SDK#vector-db#embeddings#ragOfficial WebsiteRepositoryRead GuideDetails
Add to CompareWeaviateVector DBsFreemiumMaintainedOpen-source vector database with hybrid search and modules.Best forEnterprise searchRAG with hybrid retrievalSelf-hosted vector storageOpen SourceAPICloudSelf-hostedEnterprisePython SDKJavaScript SDKGo SDKJava SDK#vector-db#open-source#search+1 moreOfficial WebsiteRepositoryRead GuideDetails