# LanceDB vs Vald

**Leader by Vioscale score:** LanceDB

| Attribute | LanceDB | Vald |
|---|---|---|
| **Vioscale score** | 59.2 (43% (low)) | 48.4 (36% (low)) |
| activity.commits_last_30d | 100 | 18 |
| adoption.dependent_repos | 453 | 1 |
| adoption.github_stars | 11,284 | 1,718 |
| adoption.package_downloads_weekly | 1,350,674 | - |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | A purpose-built lakehouse designed for AI applications that unifies storage, indexing, and retrieval of multimodal data (text, images, videos, and more) at petabyte scale. Enables fast vector search, metadata filtering, and feature engineering workflows for machine learning workloads without data synchronization overhead. | Vald is a cloud-native vector search platform running on Kubernetes that uses NGT for efficient nearest-neighbor search. It provides automatic indexing and backups, index replication across distributed agents, and horizontal scaling to handle billions of vectors. |
| features.capabilities | `{"deployment":"self_hosted","storage_tier":"disk_backed","hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"horizontal_scale":"sharded_distributed","metadata_filtering":"post_filter"}` | `{"ann_index":"NGT","deployment":"self_hosted","storage_tier":"disk_backed","product_class":"dedicated_dbms","horizontal_scale":"sharded_distributed"}` |
| integrations.count | 15 | - |
| integrations.list | `[{"name":"LangChain"},{"name":"LlamaIndex"},{"name":"DuckDB"},{"name":"Apache Arrow"},{"name":"Pandas"},{"name":"Polars"},{"name":"CrewAI"},{"name":"Hugging Face"},{"name":"Apache Fluss"},{"name":"Ray"},{"name":"Volcano Engine"},{"name":"Voxel51"},{"name":"Continue"},{"name":"OpenClaw"},{"name":"LeRobot"}]` | - |
| language.primary | Rust | Go |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | - |
| pricing.model | commercial | - |
| release.cadence_days | - | 51 |
| release.history | `[{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.9","date":"2026-08-25T10:32:32Z","type":"prerelease","version":"v0.38.0-beta.9"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.8","date":"2026-08-25T06:26:50Z","type":"prerelease","version":"v0.38.0-beta.8"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.10","date":"2026-08-25T10:37:30Z","type":"prerelease","version":"v0.38.0-beta.10"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.7","date":"2026-08-24T21:09:33Z","type":"prerelease","version":"v0.38.0-beta.7"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.6","date":"2026-08-23T17:33:36Z","type":"prerelease","version":"v0.38.0-beta.6"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.5","date":"2026-08-23T08:08:08Z","type":"prerelease","version":"v0.38.0-beta.5"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.4","date":"2026-08-22T16:39:04Z","type":"prerelease","version":"v0.38.0-beta.4"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.3","date":"2026-08-21T10:26:13Z","type":"prerelease","version":"v0.38.0-beta.3"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.2","date":"2026-08-19T01:59:45Z","type":"prerelease","version":"v0.38.0-beta.2"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.1","date":"2026-08-17T16:57:15Z","type":"prerelease","version":"v0.38.0-beta.1"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.38.0-beta.0","date":"2026-08-14T01:10:07Z","type":"prerelease","version":"v0.38.0-beta.0"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.37.1","date":"2026-08-10T07:55:09Z","type":"stable","version":"v0.37.1"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.37.1-beta.2","date":"2026-08-10T06:31:02Z","type":"prerelease","version":"v0.37.1-beta.2"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.37.1-beta.1","date":"2026-08-07T21:16:26Z","type":"prerelease","version":"v0.37.1-beta.1"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.37.1-beta.0","date":"2026-07-29T07:12:53Z","type":"prerelease","version":"v0.37.1-beta.0"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.33.0","date":"2026-07-28T21:32:52Z","type":"stable","version":"v0.33.0"},{"url":"https://github.com/lancedb/lancedb/releases/tag/python-v0.36.0","date":"2026-07-28T21:33:04Z","type":"stable","version":"python-v0.36.0"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.33.0-beta.0","date":"2026-07-24T19:34:17Z","type":"stable","version":"v0.33.0-beta.0"},{"url":"https://github.com/lancedb/lancedb/releases/tag/v0.32.0-beta.3","date":"2026-07-24T22:04:27Z","type":"stable","version":"v0.32.0-beta.3"},{"url":"https://github.com/lancedb/lancedb/releases/tag/python-v0.36.0-beta.0","date":"2026-07-24T19:34:22Z","type":"stable","version":"python-v0.36.0-beta.0"}]` | `[{"url":"https://github.com/vdaas/vald/releases/tag/v1.8.0","date":"2026-08-26T06:00:26Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.17","date":"2025-07-04T09:40:18Z","type":"stable","version":"v1.7.17"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.16","date":"2024-12-24T06:46:27Z","type":"stable","version":"v1.7.16"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.15","date":"2024-12-05T04:29:43Z","type":"stable","version":"v1.7.15"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.14","date":"2024-10-11T20:54:56Z","type":"stable","version":"v1.7.14"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.13","date":"2024-08-06T14:18:35Z","type":"stable","version":"v1.7.13"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.12","date":"2024-02-21T10:31:10Z","type":"stable","version":"v1.7.12"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.11","date":"2024-02-15T07:32:33Z","type":"stable","version":"v1.7.11"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.10","date":"2023-12-20T04:59:57Z","type":"stable","version":"v1.7.10"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.9","date":"2023-12-06T06:16:23Z","type":"stable","version":"v1.7.9"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.8","date":"2023-09-15T05:22:05Z","type":"stable","version":"v1.7.8"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.7","date":"2023-09-14T07:44:31Z","type":"stable","version":"v1.7.7"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.6","date":"2023-06-15T06:18:09Z","type":"stable","version":"v1.7.6"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.5","date":"2023-04-25T02:42:31Z","type":"stable","version":"v1.7.5"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.4","date":"2023-03-29T08:50:48Z","type":"stable","version":"v1.7.4"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.3","date":"2023-03-13T03:50:01Z","type":"stable","version":"v1.7.3"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.2","date":"2023-03-03T06:49:33Z","type":"stable","version":"v1.7.2"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.1","date":"2023-02-09T05:42:37Z","type":"stable","version":"v1.7.1"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.7.0","date":"2023-01-24T04:14:26Z","type":"stable","version":"v1.7.0"},{"url":"https://github.com/vdaas/vald/releases/tag/v1.6.3","date":"2022-10-19T07:07:35Z","type":"stable","version":"v1.6.3"}]` |
| reliability.status_page | - | yes |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.scorecard | - | 6.6 |
| security.soc2 | yes | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=lancedb&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fvdaas%2Fvald&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Vector Databases)

| Capability | LanceDB | Vald |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Self-hosted | Self-hosted |
| Serverless / consumption pricing | - | - |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | - | NGT |
| Distance metrics (cosine / dot / Euclidean) | - | - |
| **Query** |  |  |
| Metadata filtering | Post-filter | - |
| Hybrid search (dense + sparse fusion) | ✓ | - |
| Built-in BM25 / lexical | ✓ | - |
| **Storage** |  |  |
| Quantization | - | - |
| On-disk vs in-memory | Disk-backed | Disk-backed |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | ✓ | - |
| Horizontal scale | Sharded / distributed | Sharded / distributed |
| **Consistency** |  |  |
| Consistency | - | - |
| **Licensing** |  |  |
| Licence class | Permissive OSS | - |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Dedicated DBMS |

*Source: Vioscale. Generated 2026-09-01T16:57:12.654Z. "-" = undocumented, not absent.*