A practical example
Example: a CDP streams web and email events into a topic partitioned by contact ID with seven-day retention.
A downstream attribution job falls behind, and analysts discover it can only replay the last seven days of events.
What to evaluate before investing
- Ask how events are partitioned and whether contact-level ordering is guaranteed.
- Confirm retention windows per topic and whether replay beyond that window is possible.
- Ask how consumer group lag is monitored and who is alerted when offsets fall behind.
Limitations and tradeoffs
Kafka adds real operational burden — brokers, monitoring, and offset management — that small teams often underestimate when a vendor 'just needs Kafka'.
Plan your next step with MeshLine
Connect this decision to your automation, organic marketing and customer lifecycle management. In a MeshLine demo, discuss your existing tools, the scope you need and how to measure the result.