vioscaleAI
Comparison

Deep Lake vs Epsilla

No leader: the top candidate Epsilla has only 0.29 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Deep Lake full profile →Epsilla full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Deep Lake60
Epsilla65
Score
vioscaleAI score
Deep Lake60 / 100low · 38%
Epsilla65 / 100low · 29%
Pricing
Free tier
Deep Lake✓
Epsilla✓
Model
Deep Lakecommercial
Epsillafreemium
Price level
Deep Lakelow
Epsillamid
Transparent
Deep Lake✓
Epsilla✓
Integrations
Count
Deep Lake3
Epsilla–
Security
Gdpr
Deep Lake✓
Epsilla–
Vulnerabilities
Reliability
Sla pct
Deep Lake–
Epsilla99.9
Status page
Deep Lake✓
Epsilla✓
Adoption
Dependent repos
Deep Lake1,384
Epsilla–
Github stars
Deep Lake9,251
Epsilla–
Package downloads weekly
Deep Lake22,561
Epsilla–
Release
Cadence days
Deep Lake11
Epsilla–
History
Deep Lake20 items
Epsilla–
License
Spdx
Deep LakeApache-2.0
Epsilla–
Language
Primary
Deep LakeC++
Epsilla–
Market
Availability
Deep LakeAvailable worldwide
Epsilla–
Content
Faq
Deep Lake6 items
Epsilla4 items

Capabilities

Feature-by-feature on the axes that matter for vector databases. “-” means undocumented, not absent.

Deployment
Deployment
Deep LakeManaged
EpsillaManaged
Serverless / consumption pricing
Deep Lake✓
Epsilla✓
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)
Deep Lake-
Epsilla-
Distance metrics (cosine / dot / Euclidean)
Deep Lake-
Epsilla-
Query
Metadata filtering
Deep Lake-
Epsilla-
Hybrid search (dense + sparse fusion)
Deep Lake✓
Epsilla-
Built-in BM25 / lexical
Deep Lake✓
Epsilla-
Storage
Quantization
Deep Lake-
Epsilla-
On-disk vs in-memory
Deep LakeTiered
Epsilla-
Scale
Multi-tenancy (namespaces / collections / tenants)
Deep Lake-
Epsilla✓
Horizontal scale
Deep Lake-
Epsilla-
Consistency
Consistency
Deep Lake-
Epsilla-
Licensing
Licence class
Deep LakeSource-available
EpsillaProprietary
Classification
Purpose-built vs feature-of-parent
Deep LakeDedicated DBMS
EpsillaFeature of parent

What each one is

The product in its own terms, so the numbers below have context.

Deep Lake

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.

Independently observed

Epsilla

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.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Deep Lake

from $99/moHybridFree tier7-day trial

From $99/seat/month (Team) or pay-as-you-go Basic with $15 credit. 7-day free trial available.

  • BasicFree
    • Pay as you go compute
    • Daily backups with 1-day retention
    • SSO (Google/Microsoft)
    • MFA
    • 1 business day support
  • Team$99/seat/month, 7-day free trial
    • 1M traces/month per seat
    • 10M queries/month per seat
    • Daily backups with 1-day retention
    • SSO (Google/Microsoft)
    • MFA
    • +2 more
  • EnterpriseContact sales
as of verify ↗

Epsilla

from $29/moSubscriptionFree tier

Free tier through $2,499/month. Custom pricing for Enterprise. Metered add-ons $2–39/month.

  • Free TierFree
    • 1 Team Member
    • 1 Project
    • 1 AI Application
    • 1 Knowledge Base
    • 10M Vector Storage
    • +3 more
  • Starter Tier$29/month
    • 2 Team Members
    • 1 Project
    • 5 AI Applications
    • 5 Knowledge Bases
    • 1G Vector Storage
    • +2 more
  • Professional Tier$249/month
    • 20 Team Members
    • 10 Projects
    • 50 AI Applications
    • 50 Knowledge Bases
    • 10G Vector Storage
    • +3 more
  • AI Concierge$2,499/month
    • Everything in Professional
    • Fractional Forward Deployed AI Engineer
    • Done-For-You AI Agent & Workflow Build-Out
    • Domain-to-AI Enablement
    • Weekly Strategy & Review Calls
    • +3 more
  • Enterprise TierContact sales
    • Unlimited Team Members
    • Unlimited Projects
    • Unlimited AI Applications
    • Unlimited Knowledge Bases
    • Unlimited Vector Storage
    • +6 more
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Deep Lake✓
Epsilla✓
Deployment
Cloud / SaaS
Deep Lake✓
Epsilla✓
Self-hosted
Deep Lake✓
Epsilla✓
On-premise
Deep Lake✗
Epsilla✓
Hybrid
Deep Lake✓
Epsilla✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Deep Lake

4 total
  • LangChain
  • LlamaIndex
  • Weights & Biases
  • PostgreSQL
Independently observed

Epsilla

Not documented yet.

Still deciding?

Deep Lake or Epsilla: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.