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Milvus vs Vespa

Milvus: Cloud-native, distributed open-source vector database built for billions of vectors. Vespa: Big-data serving engine for search, recommendation and RAG with tensors and ML ranking.

key differences

  • Milvus is primarily a vector database; Vespa is search engine.
  • Transactions: Milvus offers none ACID; Vespa offers limited.
  • Only Milvus has change data capture, role-based access.
  • Only Vespa has geospatial.
  • Milvus can run embedded in your application process.

choose milvus for

  • +Billion-scale semantic and image search
  • +RAG platforms serving many teams
  • +Recommendation and deduplication
  • +Multimodal retrieval over lakehouse data

best at · Vector search, RAG, Search

choose vespa for

  • +Large-scale hybrid search and RAG retrieval
  • +Recommendation and personalization feeds
  • +Ad serving and ranking
  • +E-commerce search with learned ranking

best at · Search, Vector search, RAG

overview
Primary model
Vector
Search Engine
Also supports
Search Engine, Document
Vector, Document
Type
Database engine
Database engine
Status
Active
Active
Developer
LF AI & Data Foundation (developed mainly by Zilliz)
Vespa.ai
First release
2019
2017
Latest version
3.0.4 (Oct 26, 2026)
8.763.13 (Oct 5, 2026)
License
Open source (permissive)Apache License 2.0
Open source (permissive)Apache License 2.0
Free tier
✓
✓
popularity
WhichDB Score
45.9
23.8
Rank
#35
#127
GitHub stars
46.5K
7.1K
Stack Overflow questions
208
262
scale & guarantees
Comfortable data size
Massive (Multi-PB)
Massive (Multi-PB)
Horizontal scaling
Native
Native
Multi-region
None
Read replicas
ACID
None
Limited
Consistency
Tunable, Strong, Eventual
Eventual
Schema
Strict
Strict
Architecture
Distributed, Shared storage, Embedded, Client server
Distributed, Client server
deployment
Self-hosted
✓
✓
Vendor-managed cloud
✓
✓
Serverless
—
—
Embedded
✓
—
Edge
—
—
Clouds
AWS, Google Cloud, Azure
AWS, Google Cloud, Azure
capabilities
Transactions
—
—
Joins
—
—
Secondary indexes
✓
✓
Full-text search
✓
✓
Vector search
✓
✓
Geospatial
—
✓
JSON
✓
✓
Change data capture
✓
—
Triggers
—
—
Stored procedures
—
—
Materialized views
—
—
TTL / expiry
✓
✓
Pub/Sub
—
—
Columnar storage
—
—
In-memory
—
—
Durable persistence
✓
✓
Compression
✓
✓
Encryption at rest
—
—
Role-based access
✓
—
Time travel
—
—
Branching
—
—
Online schema changes
✓
✓
Streaming ingest
✓
✓
Offline sync
—
—
Runs in WebAssembly
—
—
interfaces
Query languages
Milvus API (boolean filter expressions)
YQL
Client languages
Python, Java, Go, Node.js, C#, Rust
Java, Python, Go
Best for
Vector search, RAG, Search
Search, Vector search, RAG, Real-time analytics

Milvus vs Vespa: FAQ

What is the difference between Milvus and Vespa?

Milvus: Cloud-native, distributed open-source vector database built for billions of vectors. Vespa: Big-data serving engine for search, recommendation and RAG with tensors and ML ranking. Milvus is primarily a vector database; Vespa is search engine. Transactions: Milvus offers none ACID; Vespa offers limited. Only Milvus has change data capture, role-based access.

When should I choose Milvus over Vespa?

Choose Milvus for billion-scale semantic and image search; RAG platforms serving many teams; and recommendation and deduplication. Choose Vespa for large-scale hybrid search and RAG retrieval; recommendation and personalization feeds; and ad serving and ranking.

Is Milvus or Vespa more popular?

Milvus ranks #35 on the WhichDB Score (45.9/100) and Vespa ranks #127 (23.8/100). Popularity is not fit: check the requirements that matter for your project.

Are Milvus and Vespa open source?

Yes. Milvus is open source. License: Apache License 2.0. Yes. Vespa is open source. License: Apache License 2.0.