What is Milvus?
Milvus is your go-to open-source vector database designed to power Generative AI (GenAI) applications. Whether you're building image search systems, recommendation engines, or semantic search tools, Milvus delivers blazing-fast similarity searches and scales seamlessly to handle tens of billions of vectors—all while maintaining minimal performance loss.
With its intuitive Python SDK, you can get started in seconds, making it perfect for developers and data scientists who need a robust, scalable solution for unstructured data.
🌟 Key Features
Here’s what makes Milvus stand out:
🔍 High-Speed Similarity Search
Perform lightning-fast searches across massive datasets using advanced indexing algorithms like HNSW and IVF. Whether you're searching for similar images, videos, or text, Milvus ensures millisecond-level response times.
🚀 Scalable to Billions of Vectors
From small prototypes to enterprise-grade deployments, Milvus grows with you. Its distributed architecture allows horizontal scaling to manage tens of billions of vectors without breaking a sweat.
🧩 Versatile Deployment Options
Choose the deployment that fits your needs:
Milvus Lite: Perfect for prototyping on your laptop or notebook.
Milvus Standalone: Ideal for single-machine production setups.
Milvus Distributed: Built for large-scale, enterprise-grade workloads.
🔧 Feature-Rich Ecosystem
Milvus supports metadata filtering, hybrid search, and multi-vector search, giving you the flexibility to fine-tune your queries. Plus, it integrates seamlessly with popular AI tools like LangChain, LlamaIndex, and Hugging Face.
🛠️ Use Cases
Milvus shines in a variety of real-world applications:
Image and Video Search
Build systems that find visually similar images or videos, like Shutterstock’s image library or Walmart’s product catalog.Semantic Search
Improve search relevance by understanding the intent behind queries, perfect for chatbots or document retrieval systems.Recommendation Engines
Deliver personalized recommendations by comparing user and item embeddings, just like Shopee and Tokopedia do.Drug Discovery
Accelerate pharmaceutical research by identifying chemical compounds with similar properties to target proteins.Anomaly Detection
Spot unusual patterns in data, such as fraudulent transactions or network security breaches, with precision.
💡 Why Developers Love Milvus
Blazing Fast: Optimized for hardware like AVX512 and GPUs, Milvus outperforms competitors by 2-5x.
Reusable Code: Write once, deploy anywhere with a single line of code.
Supportive Community: Join a thriving ecosystem of developers and engineers dedicated to GenAI.
Trusted by Industry Leaders: Used by companies like NVIDIA, Salesforce, and PayPal for mission-critical workloads.
🚀 Get Started with Milvus
Ready to supercharge your GenAI applications?
Install Milvus Litewith a simple
pip install.Explore Guided Notebooksfor RAG, image search, and multimodal search.
Dive into the Documentationto learn more about its powerful features.
❓ FAQ
Q: What is a vector database?
A: A vector database specializes in managing and searching unstructured data (like images, text, and audio) by converting them into numerical vectors. Milvus excels at similarity searches, making it ideal for AI-driven applications.
Q: How does Milvus compare to other vector databases?
A: Milvus offers superior scalability, tunable consistency, and hardware-accelerated performance. Unlike plugins or libraries, it’s a full-fledged database designed for production workloads.
Q: Can I use Milvus for small projects?
A: Absolutely! Milvus Lite is perfect for prototyping and small-scale projects, while Milvus Distributed handles enterprise-grade workloads.
🔗 Start Building Today
Whether you’re a data scientist, AI engineer, or developer, Milvus empowers you to unlock the full potential of unstructured data. Install Milvus now and see why it’s the vector database of choice for GenAI innovators worldwide.
More information on Milvus
Launched
2019-06-08
Pricing Model
Free
Starting Price
Global Rank
227131
Follow
Month Visit
196.1K
Tech used
Google Tag Manager,HubSpot Analytics,Emotion,Polyfill.io,Progressive Web App,Webpack,Nginx
Top 5 Countries
27.12%
25.47%
7.7%
3.41%
3.34%
China
United States
India
Singapore
Hong Kong
Traffic Sources
48.52%
41.63%
8.38%
1.18%
0.22%
0.05%
Search
Direct
Referrals
Social
Paid Referrals
Mail
Milvus was manually vetted by our editorial team and was first featured on September 4th 2025.
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