Event-driven processing gives you decoupling. But scaling workers dynamically is often neglected.
We wrote a wrapper to:
- Monitor queue depth in Kafka
- Trigger horizontal pod autoscaler adjustments
- Handle warmup and cooldown periods intelligently
This reduced costs significantly during off-peak and absorbed traffic spikes more gracefully.