Comparison

Deep Lake vs Milvus

On the evidence we track, Deep Lake leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Deep Lake66
Milvus59
Score
Vioscale score
Deep Lake66 / 100low · 37%
Milvus59 / 100medium · 52%
Pricing
Free tier
Deep Lake
Milvus
Model
Deep Lakecommercial
Milvusfreemium
Price level
Deep Lakehigh
Milvuslow
Transparent
Deep Lake
Milvus
Integrations
Count
Deep Lake
Milvus7
Reliability
Status page
Deep Lake
Milvus
Adoption
Dependent repos
Deep Lake1,384
Milvus7
Github stars
Deep Lake9,228
Milvus45,802
Package downloads weekly
Deep Lake28,208
Milvus
Activity
Commits last 30d
Deep Lake
Milvus100
Release
Cadence days
Deep Lake11
Milvus6
History
Deep Lake20 items
Milvus20 items
License
Spdx
Deep LakeApache-2.0
Language
Primary
Deep LakeC++
MilvusGo
Market
Availability
Milvus

Capabilities

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

Deployment
Deployment
Deep LakeManaged
Milvus-
Serverless / consumption pricing
Deep Lake
Milvus
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)
Deep Lake-
Milvus-
Distance metrics (cosine / dot / Euclidean)
Deep Lake-
Milvuscosine, Euclidean, dot product
Query
Metadata filtering
Deep Lake-
MilvusPre-filter
Hybrid search (dense + sparse fusion)
Deep Lake
Milvus
Built-in BM25 / lexical
Deep Lake
Milvus
Storage
Quantization
Deep Lake-
MilvusProduct
On-disk vs in-memory
Deep Lake-
MilvusDisk-backed
Scale
Multi-tenancy (namespaces / collections / tenants)
Deep Lake-
Milvus
Horizontal scale
Deep Lake-
MilvusSharded / distributed
Consistency
Consistency
Deep Lake-
MilvusEventual
Licensing
Licence class
Deep LakeSource-available
MilvusPermissive OSS
Classification
Purpose-built vs feature-of-parent
Deep LakeDedicated DBMS
MilvusDedicated DBMS

What each one is

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

Deep Lake

Leader

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.

Independently observed

Milvus

A distributed database system for storing and searching high-dimensional vectors at scale. Supports multiple deployment models from local notebooks to cloud-managed services, with capabilities for hybrid search combining dense and sparse embeddings.

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

Leader
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 ↗

Milvus

HybridFree tier

Open-source free; managed cloud service 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
Milvus
CLI
Deep Lake
Milvus
Deployment
Cloud / SaaS
Deep Lake
Milvus
Self-hosted
Deep Lake
Milvus
Hybrid
Deep Lake
Milvus

Integrations

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

Deep Lake

Leader

Not documented yet.

Milvus

7 total
  • OpenAI
  • Sentence Transformers
  • BGE-M3
  • SPLADE
  • Jina AI
  • BM25
  • PyMilvus
Independently observed

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