Monitoring & Logging in ML API Systems in MLOps and Production AI
Why Monitor ML APIs?
Monitoring ensures that APIs perform reliably and detect issues early.
Track These Metrics
- Response time
- Error rates
- Throughput
- Model prediction drift
Observability improves stability and long-term system health.

