Scaling ML APIs with Load Balancing & Auto-Scaling in MLOps and Production AI
Why Scalability Matters
As traffic increases, ML APIs must maintain performance without downtime.
Scaling Techniques
- Horizontal scaling
- Load balancing
- Auto-scaling policies
Scalable architecture ensures consistent performance under heavy workloads.

