Android app and web access; open-source database for embedding storage, multimodal search and retrieval.
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.
Vespa is an AI search platform for online, data-driven applications, combining retrieval, ranking, machine-learning inference, and real-time serving.
Pinecone is a fully managed vector database for AI workloads, available through web and API access.
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Weaviate
Weaviate is an open-source AI vector database for storing, indexing, and searching high-dimensional vectors.
Free planWebAPILinuxSelf-hosted7.1$45 usage-based - 5

Qdrant
Qdrant is a vector similarity search engine and API for storing, searching, and managing vectors alongside payload data.
Free planWebAPILinuxmacOS6.9Free plan - 6

Elasticsearch
Open-source tool for real-time search across structured, unstructured, and vector data.
WebAPILinuxSelf-hosted6.7From $99 a month - 7

EmergentDB
Self-hosted database accepts batch vector inserts and search through REST endpoints.
Free planWebAPILinuxSelf-hosted6.7From $29 a month - 8

Upstash Vector
Upstash Vector is a serverless cloud vector database for search in systems such as NLP, retrieval-augmented generation, recommendations, image…
Free planWebAPI6.7$0.40 usage-based - 9

Zvec
Android app; server-free vector indexing and queries, with dense, sparse, text and hybrid retrieval.
Free planAndroidiOSAPILinux6.7Free plan - 10
Epsilla
Build and deploy AI agents with drag-and-drop tools, knowledge-base RAG and access controls.
Free planWebAPISelf-hosted6.6From $29 a month - 11
Milvus
Open-source database with Lite, single-machine and Kubernetes deployment options.
Free planAPILinuxSelf-hosted6.4Free plan - 12
Vearch
Open-source distributed vector database with similarity search, scalar filters and REST operations.
Free planAPILinuxmacOSSelf-hosted6.4Free plan - 13

Zilliz Cloud
Zilliz Cloud is a managed Milvus service for deploying and scaling vector search applications.
Free planWebAPI6.4Free plan - 14
Tencent Cloud VectorDB
Tencent Cloud VectorDB is a cloud-managed distributed database for storing, indexing, retrieving, and managing multidimensional embedding vectors.
WebAPILinux6.3From $584 a month - 15

Cloudflare Vectorize
Vector database for Cloudflare Workers apps, supporting search, recommendations and AI context.
Free planWebAPI6.2Free plan - 16

KDB.AI
KDB.AI is a vector database and search engine for building AI applications with real-time data.
Free planWebAPISelf-hosted6.2Free plan - 17

LanceDB
AI-focused multimodal data tables support vector, text and hybrid queries with SQL filters.
Free planAPILinuxSelf-hosted6.2Free plan - 18

ZeusDB Vector Database
Free vector database with HNSW search, metadata filters and optional vector compression.
Free planAPILinuxmacOSSelf-hosted6.2Free plan - 19

turbopuffer
Search service for vectors and text, with filters, regex queries, and hybrid search.
WebAPISelf-hosted6.1From $16 a month - 20

Vald
Open-source distributed nearest-neighbor engine with asynchronous indexing and horizontal scaling.
Free planAPILinuxSelf-hosted6.0Free plan - 21
ManyVector
Vector database on object storage with vector, BM25 full-text and hybrid search.
Free planAPISelf-hosted5.9Free plan - 22

Marqo
Ecommerce search platform with personalized text-and-image discovery, recommendations, and merchandising.
WebAPI5.9 - 23

Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI5.8 - 24

Infinity
Open-source database for LLM apps supports dense, sparse, tensor and text queries, plus reranking.
APILinuxmacOSSelf-hosted5.7 - 25
Actian VectorAI DB
LinuxmacOSWindows4.9
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.


