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A customer says they need 'real-time dashboards.' How do you respond, batch or streaming?

A requirements-interrogation question disguised as an architecture question. The first move isn't Kafka, it's a freshness-SLA conversation that usually deletes 90% of the cost. Here's the script strong FDEs run.

Updated Aug 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.

A requirements-interrogation question disguised as an architecture question. The first move isn't Kafka, it's a freshness-SLA conversation that usually deletes 90% of the cost. Here's the script strong FDEs run.

20 answers per topic instead of 10, plus saved progress and bookmarks · no cardor unlock all 523 remaining answers · ₹2,000 / $25
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