Multimodal Vector Database for Image, Video & Text

LanceDB keeps images, video, audio, text, metadata, and embeddings in one engine. Stop wiring together SQL databases and separate layers for embeddings and blobs. LanceDB collocates everything - simpler governance, less I/O, better performance.

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Tomorrow's AI is being built on LanceDB today
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Why teams switch

Compute-storage separation

Storage on object storage. Compute scales independently. Up to 100x savings vs RAM-bound architectures.

One table, not six systems

Images, video, audio, text, metadata, and embeddings in one table. No sync jobs, no pointer-chasing.

Schema evolution without rebuilds

Add embedding columns as models improve. No re-indexing, no migrations, no downtime.

Full-text + hybrid search, native

Dense vectors, sparse vectors, and keyword scores in one query.

Comparison

Text-Only Vector DB
LanceDB
Cost
Multiple systems - vector DB + blob storage + SQL for metadata.
One system. Object storage pricing.
Scale
Scaling means coordinating multiple systems.
20 PB largest table. 20K+ QPS. Billions of vectors.
Search
Vector search only. Metadata in separate system.
Native vector, full-text, and SQL hybrid search in one query.
Data model
Embeddings only. Blobs and metadata elsewhere.
Raw data, embeddings, and features in one table.
Purpose
Text-only vector search.
Multimodal AI - vision, video, audio, text.
Best for
Text-only RAG.
Multimodal RAG, autonomous vehicles, media search.

The Power of the Lance Format

Vector Search
  • Fast scans and random access from the same table — no tradeoff
  • Zero-copy access for high throughput without serialization overhead
Multi-Modal
  • Raw data, embeddings, and metadata in one table — not pointers to blob storage
  • No separate metadata store to keep in sync

Enterprise-Grade Requirements

Security

Granular RBAC, SSO integration, and VPC deployment options.

Governance

Data versioning and time-travel capabilities for auditability.

Support

Dedicated technical account management and guaranteed SLAs.

Talk to Engineering

Or try LanceDB OSS — same code, scales to Cloud.

Schedule a Technical Consultation