Performance

Tuning and optimization guidance for ModularIoT.

Performance Characteristics

Latency Targets

• Ingestion to storage: < 100ms p99
• Detection latency: < 500ms p99
• API response: < 200ms p99
• Notification delivery: < 5s p99

Throughput Capacity

• Ingestion: millions of messages/second
• Processing: scales horizontally
• Queries: thousands/second

Optimization Areas

Client-Side

• Batch messages efficiently
• Use compression
• Maintain connections
• Handle backpressure

Ingestion

• Protocol selection
• Connection pooling
• Load distribution
• Geographic routing

Processing

• Worker sizing
• Parallelization
• State management
• Resource allocation

Queries

• Efficient filters
• Time range limiting
• Pagination
• Caching utilization

Performance Testing

Regular performance validation:

• Load testing
• Stress testing
• Endurance testing
• Spike testing

Monitoring Performance

Track performance metrics:

• Latency percentiles (p50, p90, p99)
• Throughput
• Resource utilization
• Error rates