Scaling JMeter: A Guide to Distributed Performance Testing

Traditional load testing from a single machine quickly becomes a bottleneck for modern distributed systems. This article describes a scalable benchmarking architecture using Apache JMeter running on distributed cloud workers, Scribe for centralized log aggregation, and TimescaleDB for time-series performance analytics. The approach enables engineering teams to simulate large-scale production traffic while efficiently collecting and analyzing millions of performance events.