Write-Heavy / Append-Only

Relational databases saturate around 5K writes/sec. High-traffic apps generate millions of events per second. The solution is to treat events as immutable facts: append to a durable log (Kafka), decouple processing from ingest, and store aggregates in a columnar store purpose-built for analytical queries.

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