qdrant and qdrant-operator
The Kubernetes operator is a deployment and lifecycle management tool for the vector database itself, making them complements that are used together rather than alternatives.
About qdrant
qdrant/qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Built in Rust for reliability under high load, Qdrant supports extended JSON payload filtering alongside vector similarity search, enabling semantic matching with rich metadata constraints. It offers both REST and gRPC interfaces, with official clients for Python, Go, Rust, JavaScript, Java, and .NET, plus integrations for semantic search, image retrieval, recommendations, and anomaly detection use cases.
About qdrant-operator
ganochenkodg/qdrant-operator
Kubernetes operator for Qdrant
Automates deployment and lifecycle management of Qdrant vector database clusters on Kubernetes using custom resources (QdrantCluster and QdrantCollection), handling multi-node cluster scaling, TLS encryption, and API key authentication. Supports collection management with configurable replication and sharding, instant and scheduled snapshots to S3-compatible storage, and runs with leader election for high availability across cluster nodes.
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