Qdrant Cloud API
Artificial Intelligence
Open-source Rust vector database and similarity search engine with 1GB permanent free cloud cluster
Qdrant Cloud API Highlights
Qdrant Cloud API is best for teams wanting an open-source, self-hostable vector database or a 1GB permanent free cloud cluster
API Key (api-key header)
High-throughput vector search and indexing
Nigeria
Ghana
KenyaQdrant is an open-source vector similarity search engine and vector database written in Rust. Engineered for extended durability and high performance, Qdrant provides advanced payload-based filtering, scalar quantization, and hybrid search capabilities that combine dense vector embeddings with sparse BM25 keyword matching.
Developers can deploy Qdrant completely free on their own cloud infrastructure via Docker or utilize Qdrant Cloud's permanent 1GB free tier. With client libraries for Python, TypeScript/JavaScript, Rust, and Go, Qdrant is widely considered the top open-source vector search solution for enterprise AI systems.
Qdrant Cloud API Core Features & Capabilities
| Feature | Status | Description & Capabilities |
|---|---|---|
| Natural Language Processing (NLP) | ✓ Supported | Provides native Natural Language Processing (NLP) capabilities integrated within the API. |
| Generative AI / Text Generation (LLM) | ✓ Supported | Provides native Generative AI / Text Generation (LLM) capabilities integrated within the API. |
| Image Recognition & Computer Vision | ✗ Not Supported | Image Recognition & Computer Vision is currently not supported by Qdrant Cloud API. |
| Speech / Audio Processing | ✗ Not Supported | Speech / Audio Processing is currently not supported by Qdrant Cloud API. |
| Machine Translation & Language Detection | ✗ Not Supported | Machine Translation & Language Detection is currently not supported by Qdrant Cloud API. |
| Sentiment & Emotion Analysis | ✗ Not Supported | Sentiment & Emotion Analysis is currently not supported by Qdrant Cloud API. |
| Named Entity Recognition (NER) | ✗ Not Supported | Named Entity Recognition (NER) is currently not supported by Qdrant Cloud API. |
| Nigerian Language Support (Yoruba / Igbo / Hausa) | ✗ Not Supported | Nigerian Language Support (Yoruba / Igbo / Hausa) is currently not supported by Qdrant Cloud API. |
- Permanent Free Tier:1GB cluster on Qdrant Cloud (up to 4M vectors with quantization) free forever without credit card
- Paid managed clusters from $25/month
- Completely open source
Required Access Documents for Qdrant Cloud API
- Qdrant Cloud Account / DockerRequiredRegister at cloud.qdrant.io or pull the official qdrant/qdrant Docker container
Different Qdrant Cloud API use cases
- Hybrid Semantic & Keyword Search:Build enterprise search engines combining keyword precision with neural vector relevance.
- Self-Hosted RAG Infrastructure:Run a completely private, on-premise vector database for sensitive financial or medical data.
- Image Similarity Discovery:Match and recommend visual products based on image feature embeddings.