Table of contents
vector database comparison: Weaviate vs FAISS
This page contains a detailed comparison of the Weaviate and FAISS vector databases.
You can also check out my detailed breakdown of the most popular vector databases here.
Deployment Options
Feature | Weaviate | FAISS |
---|
Local Deployment | ✅ | ✅ |
Cloud Deployment | ✅ | ❌ |
On - Premises Deployment | ✅ | ✅ |
Scalability
Feature | Weaviate | FAISS |
---|
Horizontal Scaling | ✅ | ❌ |
Vertical Scaling | ✅ | ✅ |
Distributed Architecture | ✅ | ❌ |
Data Management
Feature | Weaviate | FAISS |
---|
Data Import | ✅ | ✅ |
Data Update / Deletion | ✅ | ✅ |
Data Backup / Restore | ✅ | ❌ |
Security
Feature | Weaviate | FAISS |
---|
Authentication | ✅ | ❌ |
Data Encryption | ✅ | ❌ |
Access Control | ✅ | ❌ |
Vector Similarity Search
Feature | Weaviate | FAISS |
---|
Distance Metrics | Cosine, Euclidean, Jaccard | Euclidean, Inner Product |
ANN Algorithms | HNSW, Beam Search | IVF, HNSW, Flat |
Filtering | ✅ | ❌ |
Post-Processing | ✅ | ❌ |
Integration and API
Feature | Weaviate | FAISS |
---|
Language SDKs | Python, Go, JavaScript | Python |
REST API | ✅ | ❌ |
GraphQL API | ✅ | ❌ |
GRPC API | ❌ | ❌ |
Community and Ecosystem
Feature | Weaviate | FAISS |
---|
Open-Source | ✅ | ✅ |
Community Support | ✅ | ✅ |
Integration with Frameworks | ✅ | ✅ |
Pricing
Feature | Weaviate | FAISS |
---|
Free Tier | ❌ | ✅ |
Pay-as-you-go | ❌ | ❌ |
Enterprise Plans | ✅ | ❌ |