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Best Vector Databases in 2026

Chroma leads this chart of 27 (8.7/10, free plan). Vespa is next (8.4/10), and Pinecone is the next highest-placed with a free plan (7.8/10). Vector databases store and search vector data; choose by deployment options and the search and filtering features your project needs. The platform details here cover API, self-hosted, web, Linux, macOS and Windows. They do not specify Android apps, so check whether you can manage your database from an Android device before choosing.

27 appsSorted 15 Nov 2026How we rank
18.7
Chroma logo

Android app and web access; open-source database for embedding storage, multimodal search and retrieval.

Free planOpen sourceAndroidiOSWeb
From $250 a month
28.4
Vespa logo

Vespa is an AI search platform for online, data-driven applications, combining retrieval, ranking, machine-learning inference, and real-time serving.

Open sourceWebAPILinux
Price on the maker’s site
37.8
Pinecone logo

Pinecone is a fully managed vector database for AI workloads, available through web and API access.

Free planWebAPILinux
From $20 a month
  1. 4

    Weaviate

    Weaviate is an open-source AI vector database for storing, indexing, and searching high-dimensional vectors.

    Free planWebAPILinuxSelf-hosted
    7.1$45 usage-based
  2. 5Qdrant logo

    Qdrant

    Qdrant is a vector similarity search engine and API for storing, searching, and managing vectors alongside payload data.

    Free planWebAPILinuxmacOS
    6.9Free plan
  3. 6Elasticsearch logo

    Elasticsearch

    Open-source tool for real-time search across structured, unstructured, and vector data.

    WebAPILinuxSelf-hosted
    6.7From $99 a month
  4. 7EmergentDB logo

    EmergentDB

    Self-hosted database accepts batch vector inserts and search through REST endpoints.

    Free planWebAPILinuxSelf-hosted
    6.7From $29 a month
  5. 8Upstash Vector logo

    Upstash Vector

    Upstash Vector is a serverless cloud vector database for search in systems such as NLP, retrieval-augmented generation, recommendations, image…

    Free planWebAPI
    6.7$0.40 usage-based
  6. 9Zvec logo

    Zvec

    Android app; server-free vector indexing and queries, with dense, sparse, text and hybrid retrieval.

    Free planAndroidiOSAPILinux
    6.7Free plan
  7. 10

    Epsilla

    Build and deploy AI agents with drag-and-drop tools, knowledge-base RAG and access controls.

    Free planWebAPISelf-hosted
    6.6From $29 a month
  8. 11

    Milvus

    Open-source database with Lite, single-machine and Kubernetes deployment options.

    Free planAPILinuxSelf-hosted
    6.4Free plan
  9. 12

    Vearch

    Open-source distributed vector database with similarity search, scalar filters and REST operations.

    Free planAPILinuxmacOSSelf-hosted
    6.4Free plan
  10. 13Zilliz Cloud logo

    Zilliz Cloud

    Zilliz Cloud is a managed Milvus service for deploying and scaling vector search applications.

    Free planWebAPI
    6.4Free plan
  11. 14

    Tencent Cloud VectorDB

    Tencent Cloud VectorDB is a cloud-managed distributed database for storing, indexing, retrieving, and managing multidimensional embedding vectors.

    WebAPILinux
    6.3From $584 a month
  12. 15Cloudflare Vectorize logo

    Cloudflare Vectorize

    Vector database for Cloudflare Workers apps, supporting search, recommendations and AI context.

    Free planWebAPI
    6.2Free plan
  13. 16KDB.AI logo

    KDB.AI

    KDB.AI is a vector database and search engine for building AI applications with real-time data.

    Free planWebAPISelf-hosted
    6.2Free plan
  14. 17LanceDB logo

    LanceDB

    AI-focused multimodal data tables support vector, text and hybrid queries with SQL filters.

    Free planAPILinuxSelf-hosted
    6.2Free plan
  15. 18ZeusDB Vector Database logo

    ZeusDB Vector Database

    Free vector database with HNSW search, metadata filters and optional vector compression.

    Free planAPILinuxmacOSSelf-hosted
    6.2Free plan
  16. 19turbopuffer logo

    turbopuffer

    Search service for vectors and text, with filters, regex queries, and hybrid search.

    WebAPISelf-hosted
    6.1From $16 a month
  17. 20Vald logo

    Vald

    Open-source distributed nearest-neighbor engine with asynchronous indexing and horizontal scaling.

    Free planAPILinuxSelf-hosted
    6.0Free plan
  18. 21

    ManyVector

    Vector database on object storage with vector, BM25 full-text and hybrid search.

    Free planAPISelf-hosted
    5.9Free plan
  19. 22Marqo logo

    Marqo

    Ecommerce search platform with personalized text-and-image discovery, recommendations, and merchandising.

    WebAPI
    5.9
  20. 23Vertex AI Vector Search logo

    Vertex AI Vector Search

    Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.

    WebAPI
    5.8
  21. 24Infinity logo

    Infinity

    Open-source database for LLM apps supports dense, sparse, tensor and text queries, plus reranking.

    APILinuxmacOSSelf-hosted
    5.7
  22. 25

    Actian VectorAI DB

    LinuxmacOSWindows
    4.9

Choosing well

Where does the database need to run?

Start with deployment: decide whether you need an API, a self-hosted setup or a web interface. Platform availability varies, so confirm the option you need before comparing features.

If you plan to work from a Xiaomi, Redmi or POCO phone or tablet, check for Android access. The platform details here do not identify Android apps.

Which search features do I need?

Compare hybrid search and sparse-vector support if your application needs to search beyond dense vectors. The chart also compares index types and maximum dimensions.

Check the feature details against your data and workload rather than assuming a database supports a capability because it is in this category.

Do I need metadata filtering?

Choose a database with metadata filtering if your searches need to narrow results using associated information. Confirm how the feature works for your use case.

Can I start with a free plan?

The chart compares free plans and paid starting prices. Check the current plan terms and pricing before you commit; a free plan and a free trial are different things.

For example, Chroma and EmergentDB list free plans, while their paid starting prices differ.

Can I read or change the database code?

Check the licence if you need to inspect or modify the code. The chart compares open-source status; Zvec and Vearch are listed as open source.

Questions people ask

Which vector database has an Android app?

The platform details here do not specify Android apps. Check the product’s current platform information if you need to manage a database from an Android phone or tablet.

What should I compare when choosing a vector database?

Compare deployment, hybrid search, metadata filtering, sparse-vector support, maximum dimensions, index types and SDK languages.

Can I use a vector database for free?

The chart compares free plans and paid starting prices. Check the current terms for the database you are considering.

What is the difference between a free plan and a free trial?

A free plan is listed separately from a free trial in this chart. Check the product’s terms to see what access each option provides.

Can I self-host a vector database?

Self-hosted deployment is one of the deployment options compared. Confirm that the database you choose supports the setup and platforms you need.

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