Comparison

Marqo vs Qdrant

On the evidence we track, Qdrant leads this comparison with a composite score of 56/100. 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.
Marqo40
★Qdrant56
Score
vioscaleAI score
Marqo40 / 100low · 30%
Qdrant56 / 100medium · 65%
Pricing
Free tier
Marqo–
Qdrant✓
Model
Marqoquote
Price level
Marqounknown
Qdrantlow
Transparent
Marqo✗
Qdrant✓
Integrations
Count
Marqo3
Qdrant4
Reliability
Status page
Marqo✓
Qdrant–
Adoption
Dependent repos
Marqo–
Qdrant0
Github stars
Marqo–
Qdrant35,060
Activity
Commits last 30d
Marqo–
Qdrant100
Release
Cadence days
Marqo–
Qdrant18
History
Marqo–
Qdrant20 items
License
Spdx
Marqo–
Language
Primary
Marqo–
QdrantRust
Content
Faq
Marqo6 items
Qdrant7 items

Capabilities

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

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

What each one is

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

Marqo

An ecommerce search platform using semantic understanding and personalization to help online retailers deliver relevant product results and recommendations based on shopper behavior and intent.

Independently observed

Qdrant

Leader

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.

Marqo

Quote-based
as of verify ↗

Qdrant

Leader
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
Marqo✓
Qdrant✓
Deployment
Cloud / SaaS
Marqo✓
Qdrant✓
Self-hosted
Marqo✗
Qdrant✓
On-premise
Marqo✗
Qdrant✓

Integrations

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

Marqo

3 total
  • Shopify
  • Adobe Commerce
  • Salesforce Commerce Cloud
Independently observed

Qdrant

Leader
14 total
  • Slack
  • Adobe
  • Hubspot
  • Arize
  • Google DeepMind
  • Qualcomm
  • Cohere
  • AWS
  • GCP
  • Azure
  • LangChain
  • FastEmbed
  • Google Cloud Storage
  • Azure Blob Storage
Independently observed
Still deciding?

Marqo 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.