Migrate from Qdrant to VectorsDB
5 minutes to complete
Trivial
Key Benefits:
- Zero ops management
- Global edge network
- Built-in caching
Code Example:
Before & After
// Before: Self-hosted Qdrant
import { QdrantClient } from 'qdrant-client'
const client = new QdrantClient({ host: 'localhost', port: 6333 })
// After: VectorsDB (identical API)
import { VectorsDB } from '@aetherfy/vectorsdb'
const client = new VectorsDB({ apiKey: 'your-key' })
Feature Comparison
See how VectorsDB compares to Qdrant Cloud
Migration & SetupHigh Priority
Migration complexity
One line of codeVectorsDB
Moderate (API similar)Qdrant Cloud
Setup time
< 5 minutesVectorsDB
10-20 minutesQdrant Cloud
Migration tools
Built-in compatibilityVectorsDB
Self-serviceQdrant Cloud
PerformanceHigh Priority
Global latency
< 100ms worldwideVectorsDB
Varies by regionQdrant Cloud
Caching layer
Intelligent Redis cachingVectorsDB
Optional RedisQdrant Cloud
Auto-scaling
TransparentVectorsDB
Manual scalingQdrant Cloud
Agent-Specific Features
Memory patterns
Optimized for agentsVectorsDB
General purposeQdrant Cloud
Session management
Built-inVectorsDB
Custom implementationQdrant Cloud
PricingHigh Priority
Free tier
1M operations/monthVectorsDB
1GB freeQdrant Cloud
Pricing model
Per operationVectorsDB
Resource-basedQdrant Cloud
Cost predictability
Transparent usageVectorsDB
Resource estimationQdrant Cloud