# Deep Lake vs Epsilla

| Attribute | Deep Lake | Epsilla |
|---|---|---|
| **vioscaleAI score** | 59.5 (38% (low)) | 65.3 (29% (low)) |
| adoption.dependent_repos | 1,384 | - |
| adoption.github_stars | 9,251 | - |
| adoption.package_downloads_weekly | 22,561 | - |
| content.faq | `[{"answer":"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. It is indexed under Vector Databases.","source":"https://www.activeloop.ai","question":"What is Deep Lake?","confidence":0.6},{"answer":"Deep Lake is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. A commercial or hosted edition starts at $99 per user per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.activeloop.ai","question":"Is Deep Lake free to use?","confidence":0.6},{"answer":"We have confirmed browser-based access to Deep Lake. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.activeloop.ai","question":"What platforms does Deep Lake support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Deep Lake, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.activeloop.ai","question":"Can Deep Lake be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed GDPR for Deep Lake. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Deep Lake not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.activeloop.ai/privacy/","question":"What security certifications does Deep Lake have?","confidence":0.7},{"answer":"Yes. Deep Lake is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/activeloopai/deeplake","question":"Is Deep Lake open source?","confidence":0.95}]` | `[{"answer":"A platform that simplifies building AI agents and knowledge-base systems for teams of any technical level. It provides enterprise-grade multi-tenancy and supports flexible deployment modes including cloud, on-premise, and private cloud. It is indexed under Vector Databases.","source":"https://epsilla.com","question":"What is Epsilla?","confidence":0.6},{"answer":"Epsilla offers a free tier, so you can start without paying. Paid plans start at $29 per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://epsilla.com","question":"Is Epsilla free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Epsilla. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://epsilla.com","question":"What platforms does Epsilla support?","confidence":0.6},{"answer":"Yes. Epsilla can be deployed cloud / SaaS, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://epsilla.com","question":"Can Epsilla be self-hosted?","confidence":0.6}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true,"on_prem":true,"self_hosted":true}` |
| description.long | A platform for storing and indexing diverse data types to enable searching and retrieval in AI-driven applications, with comprehensive data type support and indexing capabilities. | A platform that enables teams to build and deploy AI applications by combining language models with searchable knowledge repositories. It simplifies the setup and management of retrieval-augmented generation workflows without requiring technical engineering. |
| features.capabilities | `{"deployment":"managed","serverless":true,"storage_tier":"tiered","hybrid_search":true,"licence_class":"source_available","product_class":"dedicated_dbms","full_text_bm25":true}` | `{"deployment":"managed","serverless":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"parent_feature"}` |
| integrations.count | 3 | - |
| integrations.list | `[{"name":"LangChain","native":true},{"name":"LlamaIndex","native":true},{"name":"Weights & Biases","native":true},{"name":"PostgreSQL"}]` | - |
| language.primary | C++ | - |
| license.spdx | Apache-2.0 | - |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":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"]}` | `{"type":"subscription","plans":[{"free":true,"name":"Free Tier","summary":"Free","features":["1 Team Member","1 Project","1 AI Application","1 Knowledge Base","10M Vector Storage","50 Messages/Month (Powered by GPT-4.1)","Community Support","Data Cleared after 30 Days of Inactivity"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"50/month","projects":"1","team_members":"1","vector_storage":"10M","ai_applications":"1","knowledge_bases":"1"}},{"free":false,"name":"Starter Tier","summary":"$29/month","features":["2 Team Members","1 Project","5 AI Applications","5 Knowledge Bases","1G Vector Storage","500 Messages/Month (Powered by GPT-4.1)","Email Support"],"minSeats":2,"commitment":"monthly","components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"500/month","projects":"1","team_members":"2","vector_storage":"1G","ai_applications":"5","knowledge_bases":"5"}},{"free":false,"name":"Professional Tier","summary":"$249/month","features":["20 Team Members","10 Projects","50 AI Applications","50 Knowledge Bases","10G Vector Storage","5000 Messages/Month (Powered by GPT-4.1)","Dedicated Support Channel","AI Concierge"],"minSeats":20,"commitment":"monthly","components":[{"kind":"fixed","amount":249,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"5000/month","projects":"10","team_members":"20","vector_storage":"10G","ai_applications":"50","knowledge_bases":"50"}},{"free":false,"name":"AI Concierge","summary":"$2,499/month","features":["Everything in Professional","Fractional Forward Deployed AI Engineer","Done-For-You AI Agent & Workflow Build-Out","Domain-to-AI Enablement","Weekly Strategy & Review Calls","Custom Integration Support","Priority Support Channel","Ongoing Optimization"],"commitment":"monthly","components":[{"kind":"fixed","amount":2499,"period":"month","currency":"USD"}],"description":"Includes fractional forward deployed AI engineer from Epsilla team","contactSales":false},{"free":false,"name":"Enterprise Tier","summary":"Custom pricing","features":["Unlimited Team Members","Unlimited Projects","Unlimited AI Applications","Unlimited Knowledge Bases","Unlimited Vector Storage","Unlimited Messages/Month (any LLM Provider)","Extensive White-Labeling","SSO (SAML and OIDC)","On-Prem Deployment Options","Consulting and Customization","Premium Support with SLAs"],"contactSales":true,"includedLimits":{"messages":"Unlimited","projects":"Unlimited","team_members":"Unlimited","vector_storage":"Unlimited","ai_applications":"Unlimited","knowledge_bases":"Unlimited"}}],"addOns":[{"name":"Team Member","components":[{"kind":"per_unit","unit":"seat","amount":12,"period":"month","currency":"USD"}]},{"name":"AI Application","components":[{"kind":"per_unit","unit":"application","amount":2,"period":"month","currency":"USD"}]},{"name":"Knowledge Base","components":[{"kind":"per_unit","unit":"database","amount":2,"period":"month","currency":"USD"}]},{"name":"Vector Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":18,"period":"month","currency":"USD"}]},{"name":"Messages","components":[{"per":{"qty":100,"unit":"messages"},"kind":"metered","amount":3,"period":"month","currency":"USD"}]},{"name":"Remove \"Powered By Epsilla\"","components":[{"kind":"fixed","amount":39,"period":"month","currency":"USD"}]}],"summary":"Free tier through $2,499/month. Custom pricing for Enterprise. Metered add-ons $2–39/month.","currency":"USD","freeTier":true,"sourceUrl":"https://epsilla.com","retrievedAt":"2026-08-03T13:12:38.383Z","startingPrice":{"amount":29,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | low | mid |
| pricing.transparent | yes | 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"}]` | - |
| reliability.sla_pct | - | 99.9 |
| reliability.status_page | yes | yes |
| security.gdpr | 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}` | - |

## Capabilities (Vector Databases)

| Capability | Deep Lake | Epsilla |
|---|:--:|:--:|
| **Deployment** |  |  |
| Deployment | Managed | Managed |
| Serverless / consumption pricing | ✓ | ✓ |
| **Index** |  |  |
| ANN index (HNSW / IVF / DiskANN / ScaNN / flat) | - | - |
| Distance metrics (cosine / dot / Euclidean) | - | - |
| **Query** |  |  |
| Metadata filtering | - | - |
| Hybrid search (dense + sparse fusion) | ✓ | - |
| Built-in BM25 / lexical | ✓ | - |
| **Storage** |  |  |
| Quantization | - | - |
| On-disk vs in-memory | Tiered | - |
| **Scale** |  |  |
| Multi-tenancy (namespaces / collections / tenants) | - | ✓ |
| Horizontal scale | - | - |
| **Consistency** |  |  |
| Consistency | - | - |
| **Licensing** |  |  |
| Licence class | Source-available | Proprietary |
| **Classification** |  |  |
| Purpose-built vs feature-of-parent | Dedicated DBMS | Feature of parent |

*Source: vioscaleAI. Generated 2026-10-16T21:38:16.517Z. "-" = undocumented, not absent.*