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Artificial Intelligence•September 17, 2023•9 min read

Milvus: Scalable Vector Database

Milvus provides highly scalable vector similarity search for enterprise applications.

#milvus#vector-database#search#scalability

Milvus handles billion-scale vector search. Cloud-native architecture scales horizontally. Multiple index types optimize for different scenarios. Open-source with managed cloud option.

Architecture

Separation of storage and compute enables scaling. Multiple consistency levels balance performance. GPU acceleration for intensive workloads.

  • Design collections for your data model
  • Choose appropriate index types
  • Configure consistency for your needs
  • Use partitions for data organization
  • Monitor with built-in metrics

Deployment

Standalone for development. Cluster for production scale. Zilliz Cloud for managed service. Kubernetes operators available.

Tags

milvusvector-databasesearchscalabilityai-infrastructure