Comparison

Deep Lake vs Zilliz Cloud

On the evidence we track, Zilliz Cloud leads this comparison with a composite score of 80/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Deep Lake60
★Zilliz Cloud80
Score
vioscaleAI score
Deep Lake60 / 100low · 38%
Zilliz Cloud80 / 100medium · 74%
Pricing
Free tier
Deep Lake✓
Zilliz Cloud✓
Model
Deep Lakecommercial
Zilliz Cloudfreemium
Price level
Deep Lakelow
Zilliz Cloudhigh
Starting price
Deep Lake–
Zilliz Cloud$197
Transparent
Deep Lake✓
Zilliz Cloud✓
Integrations
Count
Deep Lake3
Zilliz Cloud1,000
Security
Certifications
Deep Lake–
Gdpr
Deep Lake✓
Zilliz Cloud✓
Hipaa
Deep Lake–
Zilliz Cloud✓
Iso27001
Deep Lake–
Zilliz Cloud✓
Soc2
Deep Lake–
Zilliz Cloud✓
Trust center
Deep Lake–
Reliability
Sla pct
Deep Lake–
Zilliz Cloud99.95
Status page
Deep Lake✓
Zilliz Cloud✓
Adoption
Dependent repos
Deep Lake1,384
Zilliz Cloud–
Github stars
Deep Lake9,251
Zilliz Cloud–
Package downloads weekly
Deep Lake22,561
Zilliz Cloud–
Release
Cadence days
Deep Lake11
Zilliz Cloud–
History
Deep Lake20 items
Zilliz Cloud–
License
Spdx
Deep LakeApache-2.0
Zilliz Cloud–
Language
Primary
Deep LakeC++
Zilliz Cloud–
Market
Availability
Content
Faq
Deep Lake6 items
Zilliz Cloud6 items

Capabilities

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

Deployment
Deployment
Deep LakeManaged
Zilliz CloudManaged
Serverless / consumption pricing
Deep Lake✓
Zilliz Cloud✓
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)
Deep Lake-
Zilliz CloudHNSW, IVF, FLAT (brute-force), SCANN, DiskANN
Distance metrics (cosine / dot / Euclidean)
Deep Lake-
Zilliz Cloudcosine, Euclidean
Query
Metadata filtering
Deep Lake-
Zilliz CloudPost-filter
Hybrid search (dense + sparse fusion)
Deep Lake✓
Zilliz Cloud✓
Built-in BM25 / lexical
Deep Lake✓
Zilliz Cloud✓
Storage
Quantization
Deep Lake-
Zilliz Cloud-
On-disk vs in-memory
Deep LakeTiered
Zilliz CloudTiered
Scale
Multi-tenancy (namespaces / collections / tenants)
Deep Lake-
Zilliz Cloud✓
Horizontal scale
Deep Lake-
Zilliz CloudSharded / distributed
Consistency
Consistency
Deep Lake-
Zilliz Cloud-
Licensing
Licence class
Deep LakeSource-available
Zilliz CloudProprietary
Classification
Purpose-built vs feature-of-parent
Deep LakeDedicated DBMS
Zilliz CloudDedicated 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

Zilliz Cloud

Leader

Zilliz Cloud is a managed cloud service built on the open-source Milvus vector database. It handles storage, indexing, and similarity search at scale for unstructured data, supporting vector search, full-text search, and hybrid retrieval for AI and machine learning workloads.

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 ↗

Zilliz Cloud

Leader
from $197/moHybridFree tier30-day trial

Free tier with 5 GB storage. Serverless pricing from $0/month pay-per-query. Dedicated clusters from $197/month. Annual commitments available.

  • FreeFree
    • Community support via Slack
    • Vector search
    • Filtered search
    • Range search
  • ServerlessPay-per-query pricing, system-managed auto-scaling
    • Fully managed vector databases
    • Backup and restore
    • Basic monitoring
    • Built-in encryption for data in transit and at rest
    • Vector search
    • +2 more
  • DedicatedFrom $197/month base, plus $0.126/GB storage, dedicated infrastructure
    • 99.95% uptime SLA
    • SSO (SAML 2.0)
    • Granular RBAC
    • Multi-replica and elastic scaling
    • Global cluster with disaster recovery
    • +9 more
  • BYOCContact sales
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✓
Zilliz Cloud✓
CLI
Deep Lake✗
Zilliz Cloud✓
Deployment
Cloud / SaaS
Deep Lake✓
Zilliz Cloud✓
Self-hosted
Deep Lake✓
Zilliz Cloud✗
Hybrid
Deep Lake✓
Zilliz Cloud✗

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

Zilliz Cloud

Leader
32 total - 31 not shared
  • AWS
  • Google Cloud
  • Azure
  • Fivetran
  • Google Ads
  • Google Analytics 4
  • Google Search Console
  • Google Sheets
  • Hubspot
  • LinkedIn Ad Analytics
  • Marketo
  • Microsoft Advertising
  • NetSuite SuiteAnalytics
  • Oracle Fusion Cloud Applications
  • Apache SeaTunnel
  • PostgreSQL/Pgvector
  • PyMilvus
  • Claude
  • Prometheus
  • HoneyHive
  • Cohere
  • Haystack
  • FiftyOne
  • DSPy
  • +7 more
Independently observed
Still deciding?

Deep Lake or Zilliz Cloud: 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.