vioscaleAI
Comparison

Deep Lake vs Qdrant

No clear leader: Deep Lake (59.5) and Qdrant (55.8) are within the 5-point margin; treat as a tie. 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 →Qdrant full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Deep Lake60
Qdrant56
Score
vioscaleAI score
Deep Lake60 / 100low · 38%
Qdrant56 / 100medium · 65%
Pricing
Free tier
Deep Lake✓
Qdrant✓
Model
Deep Lakecommercial
Qdrantcommercial
Price level
Deep Lakelow
Qdrantlow
Transparent
Deep Lake✓
Qdrant✓
Integrations
Count
Deep Lake3
Qdrant4
Security
Gdpr
Deep Lake✓
Qdrant✓
Hipaa
Deep Lake–
Qdrant✓
Soc2
Deep Lake–
Qdrant✓
Trust center
Vulnerabilities
Reliability
Status page
Deep Lake✓
Qdrant–
Adoption
Dependent repos
Deep Lake1,384
Qdrant0
Github stars
Deep Lake9,251
Qdrant35,060
Package downloads weekly
Deep Lake22,561
Qdrant–
Activity
Commits last 30d
Deep Lake–
Qdrant100
Release
Cadence days
Deep Lake11
Qdrant18
History
Deep Lake20 items
Qdrant20 items
License
Spdx
Deep LakeApache-2.0
QdrantApache-2.0
Language
Primary
Deep LakeC++
QdrantRust
Market
Availability
Content
Faq
Deep Lake6 items
Qdrant7 items

Capabilities

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

Deployment
Deployment
Deep LakeManaged
QdrantSelf-hosted
Serverless / consumption pricing
Deep Lake✓
Qdrant-
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)
Deep Lake-
QdrantHNSW
Distance metrics (cosine / dot / Euclidean)
Deep Lake-
Qdrantdot product
Query
Metadata filtering
Deep Lake-
Qdrant-
Hybrid search (dense + sparse fusion)
Deep Lake✓
Qdrant✓
Built-in BM25 / lexical
Deep Lake✓
Qdrant✓
Storage
Quantization
Deep Lake-
QdrantScalar
On-disk vs in-memory
Deep LakeTiered
QdrantDisk-backed
Scale
Multi-tenancy (namespaces / collections / tenants)
Deep Lake-
Qdrant✓
Horizontal scale
Deep Lake-
QdrantSharded / distributed
Consistency
Consistency
Deep Lake-
Qdrant-
Licensing
Licence class
Deep LakeSource-available
QdrantSource-available
Classification
Purpose-built vs feature-of-parent
Deep LakeDedicated DBMS
QdrantDedicated DBMS

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

Qdrant

A database system designed for storing and searching vectors with comprehensive filtering capabilities. It provides production-ready APIs and tools for semantic similarity matching and embedding-based applications.

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 ↗

Qdrant

Usage-basedFree tier

Usage-based pricing billed monthly based on CPU, memory, and disk storage consumption. Free tier available.

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✓
Qdrant✓
Deployment
Cloud / SaaS
Deep Lake✓
Qdrant✓
Self-hosted
Deep Lake✓
Qdrant✓
On-premise
Deep Lake✗
Qdrant✓
Hybrid
Deep Lake✓
Qdrant✗

Integrations

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

In common (1)
  • LangChain

Deep Lake

4 total - 3 not shared
  • LlamaIndex
  • Weights & Biases
  • PostgreSQL
Independently observed

Qdrant

14 total - 13 not shared
  • Slack
  • Adobe
  • Hubspot
  • Arize
  • Google DeepMind
  • Qualcomm
  • Cohere
  • AWS
  • GCP
  • Azure
  • FastEmbed
  • Google Cloud Storage
  • Azure Blob Storage
Independently observed
Still deciding?

Deep Lake or Qdrant: 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.