AetherScale Systems
Multi-Region Event Ingestion Platform
A globally distributed ingestion and processing layer that every downstream product depends on.
Problem
A single-region streaming pipeline with tail-latency spikes under load and no clear failure-domain isolation.
Approach
- Re-architected ingestion into regional Kafka (MSK) clusters with idempotent producers and cross-region replication
- Introduced tiered caching (in-process → Redis) and rewrote hot query paths against PostgreSQL
- Instrumented end-to-end with OpenTelemetry; tied alerts to SLO burn rates instead of raw thresholds
- Go
- Kafka
- Kubernetes
- Redis
- PostgreSQL
- OpenTelemetry
- events / day
- 12M+
- availability
- 99.99%
- p99 latency
- −47%