# Deep Lake vs LanceDB

**Leader by Vioscale score:** Deep Lake

| Attribute | Deep Lake | LanceDB |
|---|---|---|
| **Vioscale score** | 65.7 (37% (low)) | 59.2 (43% (low)) |
| activity.commits_last_30d | - | 100 |
| adoption.dependent_repos | 1,384 | 453 |
| adoption.github_stars | 9,228 | 11,284 |
| adoption.package_downloads_weekly | 28,208 | 1,350,674 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | Deep Lake is a data engine optimized for AI that combines vector and tensor storage with GPU acceleration, offering versioned data, full-text search, and serverless query capabilities for machine learning and AI agent applications. | 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. |
| features.capabilities | `{"deployment":"managed","serverless":true,"hybrid_search":true,"licence_class":"source_available","product_class":"dedicated_dbms","full_text_bm25":true}` | `{"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"}` |
| 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 | C++ | Rust |
| license.spdx | Apache-2.0 | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Basic","summary":"Free $15 credit, then $0.15/compute-unit/hr + $23/TB/mo storage","features":["Pay as you go compute","Daily backups with 1-day retention","SSO (Google/Microsoft)","MFA","1 business day support"],"components":[{"kind":"one_time","amount":15,"currency":"USD"},{"per":{"qty":1,"unit":"compute-unit-hour"},"kind":"metered","amount":0.15,"currency":"USD"},{"per":{"qty":1,"unit":"TB/month"},"kind":"metered","amount":23,"currency":"USD"}],"description":"Testing & starter projects with pay-as-you-go pricing","contactSales":false,"includedLimits":{"storage":"500 GB","compute_credit":"$15"}},{"free":false,"name":"Team","summary":"$99/seat/month, 7-day free trial","features":["1M traces/month per seat","10M queries/month per seat","Daily backups with 1-day retention","SSO (Google/Microsoft)","MFA","1 business day support","7-day free trial"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":99,"period":"month","currency":"USD"}],"description":"Per-seat collaboration for teams","contactSales":false,"includedLimits":{"storage":"500 GB","traces_per_month_per_seat":"1M","queries_per_month_per_seat":"10M"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","contactSales":true}],"addOns":[{"name":"Data Transfer (Egress)","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.09,"currency":"USD"}]}],"summary":"From $99/seat/month (Team) or pay-as-you-go Basic with $15 credit. 7-day free trial available.","currency":"USD","freeTier":true,"sourceUrl":"https://www.activeloop.ai","retrievedAt":"2026-08-05T13:08:11.282Z","freeTrialDays":7,"startingPrice":{"amount":99,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | - |
| pricing.free_tier | yes | - |
| pricing.model | commercial | commercial |
| pricing.price_level | high | - |
| pricing.transparent | yes | - |
| release.cadence_days | 11 | - |
| release.history | `[{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.5.2","date":"2026-02-11T02:06:12Z","type":"stable","version":"v4.5.2"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.5.1","date":"2026-02-07T05:15:26Z","type":"stable","version":"v4.5.1"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.5.0","date":"2026-01-22T17:07:43Z","type":"stable","version":"v4.5.0"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.4.5","date":"2026-01-13T18:47:57Z","type":"stable","version":"v4.4.5"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.4.4","date":"2025-12-14T07:20:07Z","type":"stable","version":"v4.4.4"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.4.3","date":"2025-12-03T02:02:54Z","type":"stable","version":"v4.4.3"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.4.1","date":"2025-11-21T10:52:52Z","type":"stable","version":"v4.4.1"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.3.3","date":"2025-09-29T07:14:30Z","type":"stable","version":"v4.3.3"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v3.9.52","date":"2025-09-05T13:50:53Z","type":"stable","version":"v3.9.52"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.4.0","date":"2025-10-24T19:03:18Z","type":"stable","version":"v4.4.0"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.3.5","date":"2025-10-10T17:50:47Z","type":"stable","version":"v4.3.5"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.3.4","date":"2025-10-10T15:16:47Z","type":"stable","version":"v4.3.4"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.3.0","date":"2025-08-29T08:50:37Z","type":"stable","version":"v4.3.0"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v3.9.51","date":"2025-08-07T07:23:51Z","type":"stable","version":"v3.9.51"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v3.9.50","date":"2025-08-01T11:57:05Z","type":"stable","version":"v3.9.50"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v3.9.46","date":"2025-07-09T14:33:09Z","type":"stable","version":"v3.9.46"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.2.14","date":"2025-07-08T23:03:45Z","type":"stable","version":"v4.2.14"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.2.12","date":"2025-07-02T11:03:04Z","type":"stable","version":"v4.2.12"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v4.2.8","date":"2025-06-10T14:39:31Z","type":"stable","version":"v4.2.8"},{"url":"https://github.com/activeloopai/deeplake/releases/tag/v3.9.45","date":"2025-06-10T10:56:59Z","type":"stable","version":"v3.9.45"}]` | `[{"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"}]` |
| reliability.status_page | yes | - |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.hipaa | - | yes |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=deeplake&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=lancedb&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Vector Databases)

| Capability | Deep Lake | LanceDB |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Managed | Self-hosted |
| Serverless / consumption pricing | ✓ | - |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | - | - |
| 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 |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | - | ✓ |
| Horizontal scale | - | Sharded / distributed |
| **Consistency** |  |  |
| Consistency | - | - |
| **Licensing** |  |  |
| Licence class | Source-available | Permissive OSS |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Dedicated DBMS |

*Source: Vioscale. Generated 2026-09-01T15:23:16.941Z. "-" = undocumented, not absent.*