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Optimizing Message Throughput in High-Volume Queue Systems: Lessons from the Trenches

By Sriram Madapusi Vasudevan in distributed computing on 10 May 2025

In large-scale data ingestion systems, small architecture choices can have dramatic performance implications. During my time at AWS CloudWatch, we were in the midst of a migration from our legacy metric stack to a spanky new one. I was the on call engineer as our alarms blared: end-to-end latency spikes…

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