# Qdrant. Efficient, Scalable, Fast.

Qdrant is the most advanced vector search with highest RPS, minimal latency, fast indexing, high control with accuracy, and so much more.

[Get Started](https://cloud.qdrant.io/signup) | [Talk to Sales](https://qdrant.tech/contact-us/index.md)

## Built for Performance

With up to 4x RPS, Qdrant excels in delivering high-speed, efficient data processing, setting new benchmarks in vector database performance.

[Benchmarks](https://qdrant.tech/benchmarks/index.md)

## Fully Managed

Experience seamless scalability and minimal operational overhead with Qdrant Cloud, designed for ease-of-use and reliability.

[Qdrant Cloud](https://qdrant.tech/cloud/index.md)

## Run Anywhere

Qdrant’s Hybrid Cloud and Private Cloud solutions offer flexible deployment options for top-tier data protection.

[Enterprise Solutions](https://qdrant.tech/enterprise-solutions/index.md)

## Feature Overview

Built as a dedicated similarity search engine, Qdrant provides unique features to provide unparalleled performance and efficiency in managing your vector data workloads.

### Advanced Compression

Scalar, Product, and unique Binary Quantization features significantly reduce memory usage and improve search performance (40x) for high-dimensional vectors.

[Quantization](https://qdrant.tech/articles/binary-quantization/index.md)

### Distributed, Cloud-Native Design

Managed cloud services on AWS, GCP, and Azure for scalable, maintenance-free vector search. [Advanced sharding](https://qdrant.tech/guides/distributed_deployment/index.md) available.

[Cloud Options](https://qdrant.tech/cloud/index.md)

### Easy to Use API

Offers OpenAPI v3 specification for generating client libraries in almost any programming language.

[Learn More](https://qdrant.tech/documentation/interfaces/index.md#api-reference)

### Enterprise-grade Security

Includes robust access management, backup options, and disaster recovery. Dedicated Enterprise Solutions available.

[Enterprise Solutions](https://qdrant.tech/enterprise-solutions/index.md)

### Integrations

Qdrant supports a wide range of integrations for all leading embeddings and frameworks.

[See Integrations](https://qdrant.tech/documentation/frameworks/index.md)

### Multitenancy Support

Ability to segment a single collection for organized and efficient retrieval, data isolation, and privacy. Vital for applications needing distinct vector dataset management.

[Multitenancy](https://qdrant.tech/documentation/manage-data/multitenancy/index.md)

### Memory Maps and IO Uring

Effective on-disk storage options and low level hardware optimization.

[Learn More](https://qdrant.tech/articles/io_uring/index.md)

### Fast and Precise Matching

Unparalleled speed and accuracy, powered by a bespoke modification of the HNSW algorithm for Approximate Nearest Neighbor Search.

[Learn More](https://qdrant.tech/documentation/search/search/index.md)

### Payloads & Advanced Filtering

Vector payload supports a large variety of data types and query conditions, including string matching, numerical ranges, geo-locations, and more.

[Learn More](https://qdrant.tech/documentation/manage-data/payload/index.md)

### Sparse Vector Support

Efficient handling of sparse vectors for enhanced text retrieval and memory-efficient data representation for high-dimensional data sets.

[Learn More](https://qdrant.tech/articles/sparse-vectors/index.md)

## Qdrant Cloud is the fastest way to get started with Qdrant.

[Get Started](https://cloud.qdrant.io/signup)

## Additional Resources

- [Documentation](https://qdrant.tech/documentation/index.md) — Discover more about Qdrant by checking out our documentation for details on advanced features and functionalities.
- [Enterprise Solutions](https://qdrant.tech/enterprise-solutions/index.md) — For maximal control for production-ready applications Qdrant is available as a Hybrid Cloud and Private Cloud (Full On Premise) solution.
- [Benchmarks](https://qdrant.tech/benchmarks/index.md) — Learn how Qdrant is designed to deliver the fastest and most accurate results and how it compares to alternatives in our benchmarks.
- [Pricing](https://qdrant.tech/pricing/index.md) — Visit our pricing page for more details on Qdrant’s free tier, managed cloud, and enterprise plans.

## Get started for free

Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.

[Get Started](https://cloud.qdrant.io/signup)