ComparEdge
Updated today · Independent Analysis

Qdrant vs Redis Vector Store

Capability Overview
Qdrant logo - software comparison
Qdrantvs Redis Vector Store
4.5G2+0.1 vs Redis Vector Store
Only in Qdrant
  • Open Source (Apache 2.0)
  • Written in Rust
  • HNSW Index
✓ Free planFrom $65/mo(cheaper)3k+ users · est. 2021
Redis Vector Store logo - software comparison
4.4G2-0.1 vs Qdrant
Only in Redis Vector Store
  • HNSW vector index
  • FLAT (exact) vector index
  • Hybrid search (vector + filter)
✓ Free planFrom $200/mo(pricier)N/A users · est.
Quick VerdictIndependent Analysis

Qdrant and Redis Vector Store are both Vector Databases tools. Qdrant starts at $65/mo, Redis Vector Store at $200/mo. Compare features, pricing, and ratings below to find the best fit for your team.


When to Choose Qdrant vs Redis Vector Store

The question that matters: “In what situation will I regret choosing A over B after 3 months?”

Scenario: Payload-Based Filtered Vector Search at
Qdrant
Payload-Based Filtered Vector Search at Full Speed

Qdrant's HNSW indexes integrate payload filtering natively, executing filtered nearest-neighbor search without a post-filter scan step, maintaining sub-50ms latency on complex metadata filters.

Redis Vector Store
Real-time Semantic Search

Add vector search to an existing Redis deployment for product recommendations with sub-millisecond response times

Scenario: Sparse Vector Support for Hybrid
Qdrant
Sparse Vector Support for Hybrid Lexical-Semantic Search

Qdrant supports sparse vectors natively alongside dense vectors, enabling BM25 and embedding search in the same collection for hybrid retrieval without maintaining two separate indexes.

Redis Vector Store
Unified Cache and Vector Store

Combine Redis caching and vector search in one database, reducing infrastructure complexity for recommendation APIs

Qdrant Unique Strength
On-Disk Indexing for Large Collections Without RAM Scaling

Qdrant's on-disk HNSW stores vectors on SSD while keeping only graph navigation data in RAM, serving collections larger than server memory at acceptable latency for cost-sensitive deployments.

→ Choose Qdrant if this scenario applies to you. Redis Vector Store doesn't offer a comparable solution.
Redis Vector Store Unique Strength
Chat History Retrieval

Store conversation embeddings in Redis and retrieve semantically similar past interactions for context-aware chatbot responses

→ Choose Redis Vector Store if this scenario applies to you. Qdrant doesn't offer a comparable solution.
Redis Vector Store Unique Strength
Fraud Detection

Compare transaction embeddings against known fraud patterns in real-time at low latency to flag suspicious activity during checkout

→ Choose Redis Vector Store if this scenario applies to you. Qdrant doesn't offer a comparable solution.

Pricing Comparison & Plans
High· Verified Jul 8, 2026

Qdrant logo - software comparison

Qdrant Plans

Free tier available

Open Source (Self-Hosted)

Open Source

Best for: Ideal for users who prefer full control and self management of their vector database

  • Apache 2.0 licensed
  • Full data sovereignty
  • Runs on your own infrastructure
  • Zero licensing cost at any scale
View on vendor site
MOST POPULAR

Free Tier

Free

Best for: Testing and prototypes

  • Single Node Cluster
  • Free Cloud Inference with selected models
  • Ideal for testing and prototypes
View on vendor site

Standard

$65/mo

Best for: Production workloads + scaling

  • Production workloads
  • Dedicated clusters
  • Higher availability
  • Automated daily backups
  • Built-in monitoring and alerting
View on vendor site

Premium

Contact Sales

Best for: Enterprise security + compliance

  • 99.9% Uptime SLA
  • SSO
  • VPC Private Links (AWS only)
  • Customer-managed encryption keys
  • Enterprise security and compliance
View on vendor site

Hybrid Cloud

Contact Sales

Best for: Designed for organizations needing a blend of on premise and cloud infrastructure

  • Bring your own infrastructure
  • Qdrant management plane
  • Data sovereignty
  • Suitable for regulated industries
View on vendor site

Private Cloud

$2,083/mo
billed annually$25,000/yr

Best for: For highly regulated industries or those with strict security and compliance needs

  • Fully isolated infrastructure
  • Customer-managed private data centers
  • White-label branding options
  • Dedicated resource allocation
  • Custom SLAs
View on vendor site
Full Qdrant Pricing Breakdown
Redis Vector Store logo - software comparison

Redis Vector Store Plans

Free tier available

Redis Cloud Free

Free

Best for: Ideal for testing, development, and small projects to explore Redis capabilities without cost.

  • Learning and building test projects
  • Enough space to learn Redis concepts
  • Develop application prototypes
  • Cost-efficient for low-throughput scenarios
View on vendor site
MOST POPULAR

Redis Cloud Pro

$200/mo

Best for: Starting at $200/mo, this plan offers advanced features, high availability, and scalability for production-grade workloads.

  • Dedicated VPC infrastructure
  • Multi-AZ high availability (optional)
  • 99.999% uptime SLA
  • Active-Active replication (CRDT-based multi-region writes across up to 10 regions)
  • Auto-tiering (automatic hot/cold data separation to SSD storage)
View on vendor site

Redis Cloud Essentials 250 MB

Contact Sales

Best for: Suitable for small-scale applications requiring dedicated resources and predictable performance

  • High availability
  • Daily backups
  • Instant backups
  • Suitable for bigger projects or production environments
  • Cost-efficient for low-throughput scenarios
View on vendor site

Redis Cloud Essentials 1 GB

Contact Sales

Best for: Good for growing applications needing more memory and dedicated resources

  • High availability
  • Daily backups
  • Instant backups
  • Suitable for bigger projects or production environments
  • Cost-efficient for low-throughput scenarios
View on vendor site

Redis Cloud Essentials 2.5 GB

Contact Sales

Best for: Designed for medium-sized applications with moderate data storage and performance requirements

  • High availability
  • Daily backups
  • Instant backups
  • Suitable for bigger projects or production environments
  • Cost-efficient for low-throughput scenarios
View on vendor site

Redis Cloud Essentials 5 GB

Contact Sales

Best for: A robust option for larger applications demanding significant memory and consistent performance

  • High availability
  • Daily backups
  • Instant backups
  • Suitable for bigger projects or production environments
  • Cost-efficient for low-throughput scenarios
View on vendor site
Full Redis Vector Store Pricing Breakdown

Capability Breakdown

3 differences found across 14 standardized features

Feature
Qdrant
Redis Vector Store
Sparse Vectors
Filtering
Disk-based Index
Total (raw)
16
14
Qdrant Features
  • Open Source (Apache 2.0)
  • Written in Rust
  • HNSW Index
  • Sparse Vectors (BM25-compatible)
  • Multi-vector Support
  • Payload Filtering
  • Full-Text Search
  • Named Vectors
  • Quantization (Scalar, Product, Binary)
  • Distributed Mode
  • Snapshot & Recovery
  • REST & gRPC APIs
  • Python/JS/Rust/Go SDKs
  • LangChain Integration
  • On-Premise + Cloud
  • Web UI Dashboard
Redis Vector Store Features
  • HNSW vector index
  • FLAT (exact) vector index
  • Hybrid search (vector + filter)
  • In-memory storage
  • Sub-millisecond latency
  • Redis Cloud managed service
  • Python/Node.js/Java SDKs
  • LangChain/LlamaIndex integration
  • Horizontal scaling via Redis Cluster
  • RDB and AOF persistence
  • Multi-tenancy via keyspaces
  • REST API (Redis Cloud)
  • Vector distance metrics (L2, IP, Cosine)
  • Metadata filtering

Strengths & Limitations

Evaluative strengths and weaknesses: not feature lists

Pros
  • +Top benchmark performance via Rust and quantization
  • +Named vectors enable multimodal and complex search patterns
  • +Binary quantization reduces memory 32x
  • +Excellent documentation and developer experience
Cons
  • The area for improvement in Qdrant is its clustering capability.
Pros
  • +Sub-millisecond vector search latency for applications already using Redis
  • +No new database to manage if Redis is already in your stack
  • +HNSW index delivers high recall with low query latency at moderate scale
Cons
  • There are some points where I feel Redis can be improved.
  • There are a few areas where Redis could improve.
  • Redis could improve its efficiency in handling locally stored data, not just Amazon Cloud or Google Cloud.
  • Redis presents a single point of failure and lacks fault tolerance.
  • The product's main purpose is caching, even though the vendor says we can also use it as a persistent database.

At a Glance

User Rating
4.5/5vs4.4/5
Qdrant
Redis Vector Store
Starting Price
$65/movs$200/mo
Qdrant
Redis Vector Store
Feature Count
16 featuresvs14 features
Qdrant
Redis Vector Store
User Base
3vs0
Qdrant
Redis Vector Store

Oleh KemOleh KemFounder & Lead AnalystExpert verified·Updated today·Our methodology
Qdrant · Price & Data SyncLast verified: July 8, 2026 · CE-DB-2026W22-540970 · ✓ Pricing updated May 30, 2026
Up to date
Redis Vector Store · Price & Data SyncLast verified: July 8, 2026 · CE-DB-2026W23-3F94ED · ✓ Pricing updated May 30, 2026
Up to date

Recent Price History

Qdrant

Qdrant removed the "Cloud Standard" plan

Plan removed · May 30, 2026

Qdrant

Qdrant removed the "Open Source" plan

Plan removed · May 30, 2026

Qdrant

Qdrant added a new "Free Tier" plan at $0/mo (Free)

Plan added · May 30, 2026

Qdrant

Qdrant added a new "Standard" plan at $65/mo

Plan added · May 30, 2026

Qdrant

Qdrant removed the "Enterprise" plan

Plan removed · May 30, 2026

Redis Vector Store

Redis Vector Store removed the "Redis Cloud Flexible / Enterprise" plan

Plan removed · May 30, 2026

Redis Vector Store

Redis Vector Store added a new "Redis Cloud Essentials 250 MB" plan (Custom pricing)

Plan added · May 30, 2026

Redis Vector Store

Redis Vector Store removed the "Redis Cloud Fixed" plan

Plan removed · May 30, 2026

Redis Vector Store

Redis Vector Store added a new "Redis Cloud Essentials 12 GB" plan (Custom pricing)

Plan added · May 30, 2026

Redis Vector Store

Redis Vector Store removed the "Redis Stack (Self-Hosted)" plan

Plan removed · May 30, 2026


Frequently Asked Questions


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