LanceDB
Product Capabilities
Hybrid search platform
As of July 21, 2026, LanceDB's features: 23 stated capabilities including hybrid search, reranking, and RAG, plus 17 integrations cover the core AI pipeline stack; a buyer should verify which capabilities are generally available versus roadmap before committing.
High confidence · 40 dated facts
Corroborated across multiple dated, sourced facts.
Corroborated across multiple dated, sourced facts.
Capabilities
Hybrid SearchFull Text SearchVector SearchMetadata FilteringMultimodal SearchFeature EngineeringData VersioningDeduplicationNamespacesEmbedded DeploymentDistributed IndexingDistributed QueryRerankingPython UdfsSchema EvolutionGit Style BranchingGeospatial IndexingSQL QueriesRAGVersioningGPU Accelerated IndexingRandom AccessLate Materialization
Integrations
DuckdbSparkRayLlamaindexHugging FaceDSPyLangchainVoxel51CrewaiPyTorchAWS S3CohereApache IcebergDelta LakeHiveAWS GlueDatabricks Unity Catalog
Features Change Historydated events · values unlock with a key
Feature removed: Blob Storage · high significance
Feature removed: Multimodal · high significance
Feature removed: Serverless · high significance
Feature removed: Zero Copy · high significance
Feature removed: LLM As Udf · high significance
Feature removed: SQL Analytics · high significance
Feature removed: TypeScript · high significance
Feature removed: Jax · high significance
Every features fact on this pagekey · value · provenance · dated · sourced
| Fact | Value | Provenance | As of | Source |
|---|---|---|---|---|
| features.data-versioning | Data Versioning | company stated | 2026-07-17 | lancedb.com/contact |
| features.deduplication | Deduplication | company stated | 2026-07-17 | lancedb.com/contact |
| features.distributed-indexing | Distributed Indexing | company stated | 2026-07-17 | lancedb.com/contact |
| features.distributed-query | Distributed Query | company stated | 2026-07-17 | lancedb.com/contact |
| features.embedded-deployment | Embedded Deployment | company stated | 2026-07-17 | lancedb.com/contact |
| features.feature-engineering | Feature Engineering | company stated | 2026-07-17 | lancedb.com/contact |
| features.full-text-search | Full Text Search | company stated | 2026-07-17 | lancedb.com/contact |
| features.geospatial-indexing | Geospatial Indexing | company stated | 2026-07-17 | lancedb.com/contact |
| features.git-style-branching | Git Style Branching | company stated | 2026-07-17 | lancedb.com/contact |
| features.gpu-accelerated-indexing | GPU Accelerated Indexing | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.hybrid-search | Hybrid Search | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.apache-iceberg | Apache Iceberg | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.aws-glue | AWS Glue | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.aws-s3 | AWS S3 | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.cohere | Cohere | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.crewai | Crewai | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.databricks-unity-catalog | Databricks Unity Catalog | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.delta-lake | Delta Lake | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.dspy | DSPy | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.duckdb | Duckdb | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.hive | Hive | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.integration.hugging-face | Hugging Face | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.langchain | Langchain | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.llamaindex | Llamaindex | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.pytorch | PyTorch | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.ray | Ray | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.spark | Spark | company stated | 2026-07-17 | lancedb.com/contact |
| features.integration.voxel51 | Voxel51 | company stated | 2026-07-17 | lancedb.com/contact |
| features.late-materialization | Late Materialization | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.metadata-filtering | Metadata Filtering | company stated | 2026-07-17 | lancedb.com/contact |
| features.multimodal-search | Multimodal Search | company stated | 2026-07-17 | lancedb.com/contact |
| features.namespaces | Namespaces | company stated | 2026-07-17 | lancedb.com/contact |
| features.python-udfs | Python Udfs | company stated | 2026-07-17 | lancedb.com/contact |
| features.rag | RAG | company stated | 2026-07-17 | lancedb.com/contact |
| features.random-access | Random Access | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
| features.reranking | Reranking | company stated | 2026-07-17 | lancedb.com/contact |
| features.schema-evolution | Schema Evolution | company stated | 2026-07-17 | lancedb.com/contact |
| features.sql-queries | SQL Queries | company stated | 2026-07-17 | lancedb.com/contact |
| features.vector-search | Vector Search | company stated | 2026-07-17 | lancedb.com/contact |
| features.versioning | Versioning | company stated | 2026-07-21 | www.lancedb.com/blog/series-a-funding |
Features across Vector DatabasesLanceDB ranked in place · tap through for each read
| Company | Features read | Facts |
|---|---|---|
| Zilliz | Hybrid search platform | 79 |
| Qdrant | Hybrid search platform | 50 |
| Vectara | RAG platform | 48 |
| Chroma | Hybrid search platform | 42 |
| LanceDB this record | Hybrid search platform | 40 |
| Activeloop | RAG platform | 37 |
| TopK | Hybrid search platform | 33 |
| Pinecone | Reranking platform | 31 |
| Turbopuffer | Multi-tenancy platform | 31 |
| KDB.AI | Focused feature set | 18 |
| Vespa | Hybrid search platform | 17 |
| Epsilla | RAG platform | 16 |
| Marqo | Focused feature set | 5 |
No observed features facts yet for Milvus, MyScale and Weaviate.
Get features for lancedb.com via API / MCPevery field dated and sourced
RESTopen tier
GET https://api.bixel.com/v1/companies/lancedb.com/facts?dimension=features
{
"data": {
"facts": [
{
"key": "features.hybrid-search",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-17",
"source_url": "lancedb.com/contact"
},
{
"key": "features.full-text-search",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-17",
"source_url": "lancedb.com/contact"
},
{
"key": "features.vector-search",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-17",
"source_url": "lancedb.com/contact"
},
{
"key": "features.metadata-filtering",
"value": true,
"provenance": "company_stated",
"as_of": "2026-07-17",
"source_url": "lancedb.com/contact"
},
"…"
]
}
}MCPfor agents
# any MCP client (Claude, agents)
const record = await bixel.get_company_facts({ domain: "lancedb.com", dimension: "features" })
# returns the features record above,
# each value with its source_url + as_of,
# ready to reason overBuild on the company record. One key, REST + MCP, every signal dated and sourced back to the page it came from.
Public record, read from companies' own pages and boards. Every fact dated and sourced; provenance (observed vs company stated) shown inline.