Why Keeping Events Close to Aggregates Cuts System Latency by 75%
When a CQRS setup split events and aggregates across Kafka and PostgreSQL, latency and scaling issues forced costly fixes. Merging them into one database cut write time from 48 ms to 12 ms and read time from 900 ms to 45 ms. The approach saved $5k monthly while eliminating lag spikes.