vioscaleAI
Comparison

Qdrant vs Upstash

On the evidence we track, Upstash leads this comparison with a composite score of 73/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Qdrant full profile →Upstash full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Qdrant56
★Upstash73
Score
vioscaleAI score
Qdrant56 / 100medium · 65%
Upstash73 / 100medium · 72%
Pricing
Free tier
Qdrant✓
Upstash✓
Model
Qdrantcommercial
Upstashfreemium
Price level
Qdrantlow
Upstashlow
Starting price
Qdrant–
Upstash$5
Transparent
Qdrant✓
Upstash✓
Integrations
Count
Qdrant4
Upstash6
Security
Disclosure policy
Qdrant–
Upstash✓
Gdpr
Qdrant✓
Upstash✓
Hipaa
Qdrant✓
Upstash✓
Soc2
Qdrant✓
Upstash✓
Trust center
Vulnerabilities
Reliability
Sla pct
Qdrant–
Upstash99.99
Status page
Qdrant–
Upstash✓
Adoption
Dependent repos
Qdrant0
Upstash–
Github stars
Qdrant35,060
Upstash–
Activity
Commits last 30d
Qdrant100
Upstash–
Release
Cadence days
Qdrant18
Upstash–
History
Qdrant20 items
Upstash–
License
Spdx
QdrantApache-2.0
Upstash–
Language
Primary
QdrantRust
Upstash–
Market
Availability
Content
Faq
Qdrant7 items
Upstash7 items

Capabilities

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

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

What each one is

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

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

Upstash

Leader

A cloud platform offering serverless Redis, vector databases, message queues, and workflow orchestration designed for developers building serverless applications, with usage-based and fixed-rate pricing options.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Qdrant

Usage-basedFree tier

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

as of verify ↗

Upstash

Leader
from $5/moHybridFree tier

Free tier (30 MB), Essentials from $5/month, Pro from $200/month

  • FreeFree
    • No replication
    • Single database
    • Limited throughput
  • Essentials$5/month (250 MB) to $216/month (12 GB)
    • Predefined database sizes (250 MB to 12 GB)
    • Bandwidth and throughput limits per tier
    • Optional high availability
    • Flex tier with reduced throughput
  • Pro$200/month minimum + $0.014/hour usage-based billing
    • Unlimited memory
    • Dedicated VPC infrastructure
    • Multiple databases per subscription
    • Active-Active multi-region writes
    • Auto-tiering
    • +1 more
as of verify ↗

Platform & deployment

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

Platforms
Web
Qdrant✓
Upstash✓
CLI
Qdrant✗
Upstash✓
Deployment
Cloud / SaaS
Qdrant✓
Upstash✓
Self-hosted
Qdrant✓
Upstash✗
On-premise
Qdrant✓
Upstash✗

Integrations

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

Qdrant

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

Upstash

Leader
13 total
  • Cloudflare Workers
  • Auth0
  • MongoDB
  • MySQL
  • PostgreSQL
  • Debezium
  • JDBC
  • FluentBit
  • Drizzle
  • Vercel AI SDK
  • Redis protocol clients
  • Vercel
  • Aiven
Independently observed
Still deciding?

Qdrant or Upstash: 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.