Your question is Real-Time Forensic Data Pipeline. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How would you design a data pipeline to handle real-time ingestion and forensic analysis for financial crime detection?
Describe the ingestion, stream processing, storage, enrichment, and investigation layers. Explain how you would preserve immutable evidence, support replay and backfills, enforce data quality, handle late or duplicated events, and monitor latency and failures. Include your technology choices, data model, security controls, and approach to auditability.