Comparison

Deep Lake vs KDB.AI

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.

Deep Lake full profile →KDB.AI full profile →

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★Deep Lake66

KDB.AI42

Attribute comparison across 2 tools
Attribute	Deep LakeLeader	KDB.AI
Vioscale score	66 / 100low · 37%	42 / 100low · 24%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	commercial	commercial
Price levelpricing.price_level	high	low
Transparentpricing.transparent	✓	✗
Integrations
Countintegrations.count	-	2
Security
Disclosure policysecurity.disclosure_policy	-	✓
Gdprsecurity.gdpr	✓	-
Vulnerabilitiessecurity.vulnerabilities	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=deeplake&per_page=100 · Last 12m: 0	-
Reliability
Status pagereliability.status_page	✓	-
Adoption
Dependent reposadoption.dependent_repos	1,384	-
Github starsadoption.github_stars	9,228	-
Package downloads weeklyadoption.package_downloads_weekly	28,208	-
Release
Cadence daysrelease.cadence_days	11	-
Historyrelease.history	20 items	-
License
Spdxlicense.spdx	Apache-2.0	-
Language
Primarylanguage.primary	C++	-
Market
Availabilitymarket.availability	Available worldwide	-

Score

Vioscale score

Deep Lake66 / 100low · 37%

KDB.AI42 / 100low · 24%

Pricing

Free tier

Deep Lake✓

KDB.AI✓

Model

Deep Lakecommercial

KDB.AIcommercial

Price level

Deep Lakehigh

KDB.AIlow

Transparent

Deep Lake✓

KDB.AI✗

Integrations

Count

Deep Lake–

KDB.AI2

Security

Disclosure policy

Deep Lake–

KDB.AI✓

Gdpr

Deep Lake✓

KDB.AI–

Vulnerabilities

Deep LakeCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=deeplake&per_page=100 · Last 12m: 0

KDB.AI–

Reliability

Status page

Deep Lake✓

KDB.AI–

Adoption

Dependent repos

Deep Lake1,384

KDB.AI–

Github stars

Deep Lake9,228

KDB.AI–

Package downloads weekly

Deep Lake28,208

KDB.AI–

Release

Cadence days

Deep Lake11

KDB.AI–

History

Deep Lake20 items

KDB.AI–

License

Spdx

Deep LakeApache-2.0

KDB.AI–

Language

Primary

Deep LakeC++

KDB.AI–

Market

Availability

Deep LakeAvailable worldwide

KDB.AI–

Capabilities

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

Capability comparison for Vector Databases
Capability	Deep Lake	KDB.AI
Deployment
Deployment	Managed	Managed
Serverless / consumption pricing	✓	-
Index
ANN index (HNSW / IVF / DiskANN / ScaNN / flat)	-	-
Distance metrics (cosine / dot / Euclidean)	-	-
Query
Metadata filtering	-	Pre-filter
Hybrid search (dense + sparse fusion)	✓	✓
Built-in BM25 / lexical	✓	✓
Storage
Quantization	-	-
On-disk vs in-memory	-	-
Scale
Multi-tenancy (namespaces / collections / tenants)	-	✓
Horizontal scale	-	Sharded / distributed
Consistency
Consistency	-	-
Licensing
Licence class	Source-available	-
Classification
Purpose-built vs feature-of-parent	Dedicated DBMS	Dedicated DBMS

Deployment

Deep LakeManaged

KDB.AIManaged

Serverless / consumption pricing

Deep Lake✓

KDB.AI-

Index

ANN index (HNSW / IVF / DiskANN / ScaNN / flat)

Deep Lake-

KDB.AI-

Distance metrics (cosine / dot / Euclidean)

Deep Lake-

KDB.AI-

Query

Metadata filtering

Deep Lake-

KDB.AIPre-filter

Hybrid search (dense + sparse fusion)

Deep Lake✓

KDB.AI✓

Built-in BM25 / lexical

Deep Lake✓

KDB.AI✓

Storage

Quantization

Deep Lake-

KDB.AI-

On-disk vs in-memory

Deep Lake-

KDB.AI-

Scale

Multi-tenancy (namespaces / collections / tenants)

Deep Lake-

KDB.AI✓

Horizontal scale

Deep Lake-

KDB.AISharded / distributed

Consistency

Deep Lake-

KDB.AI-

Licensing

Licence class

Deep LakeSource-available

KDB.AI-

Classification

Purpose-built vs feature-of-parent

Deep LakeDedicated DBMS

KDB.AIDedicated 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

KDB.AI

A vector database for contextual and time series search that enables building AI apps, finding patterns in data, and mixing structured with unstructured data.

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 2026-08-05verify ↗

KDB.AI

HybridFree tier

Free tier available; enterprise pricing via contact sales

FreeFree

as of 2026-08-03verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Deep Lake	KDB.AI
WebPlatforms	✓	-
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✗	✓

Platforms

Web

Deep Lake✓

KDB.AI–

Deployment

Cloud / SaaS

Deep Lake✓

KDB.AI✓

Self-hosted

Deep Lake✗

KDB.AI✓

Integrations

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

Deep Lake

Leader

Not documented yet.

KDB.AI

2 total

Hugging Face
NVIDIA cuVS

Independently observed

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