Top 11 ai infrastructure · vector dbs that work with Kubernetes

Weaviate is the highest-ranked provider in the Top 11 The 11 Best Vector Databases (2026) that integrates with Kubernetes.

Why this answer

Filtered to entries that publicly document a Kubernetes integration. We do not include "API available" as proof of integration — there has to be a named connector or first-class workflow.

Showing all 3 matches. Top 11 publishes whatever the data supports — we don’t pad lists. See the full ranked The 11 Best Vector Databases (2026).

  1. #1Weaviate(rank #2 in The 11 Best Vector Databases (2026))

    9.1/9.4

    Top open-source choice with excellent developer experience and powerful hybrid search.

    Full Weaviate review · Compare: Weaviate vs Zilliz (Milvus) · Alternatives

  2. #2Zilliz (Milvus)(rank #3 in The 11 Best Vector Databases (2026))

    9/9.4

    The go-to for massive-scale, enterprise deployments based on open-source Milvus.

    Full Zilliz (Milvus) review · Alternatives

  3. #3Qdrant(rank #4 in The 11 Best Vector Databases (2026))

    8.9/9.4

    A highly performant and efficient vector database written in Rust.

    Full Qdrant review · Alternatives

Methodology: /methodology · No paid placement ever · Verified .