When should a startup introduce Apache Kafka into its architecture?
The question is about Apache Kafka .
A startup should introduce Kafka when: event throughput exceeds what a database-backed queue can handle reliably; multiple services need to consume the same event stream independently; event replay for debugging or new consumer onboarding is required; or the architecture transitions to event sourcing as the primary data model. Most startups do not need Kafka before 100,000 events per day - simpler queue solutions cover earlier scale requirements.
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