Fraud does not wait for batch. To block funds from moving, Coinbase models need the right features at the right time—fresh, consistent, and served with predictable low latency.This session explains Coinbase’s Databricks-based feature platform for real-time fraud ML: Real-Time Mode on Structured Streaming; declarative Feature APIs + CI/CD (features as code); AI/agent-assisted migration and feature creation; and Lakebase feature serving targeting p99 90% streaming infra cost reduction and up to >95% p99 freshness improvement. Moving self-built batch feature sets to a managed feature store is also driving an estimated ~25–35% productivity gain by retiring bespoke pipelines and shrinking the on-call surface. Attendees leave with a reference architecture + migration playbook across latency, reliability, and TCO.
This involves defrauding the state or using government systems to steal from individuals.
- Tax Identity Theft: A criminal uses your ID and income details to file a tax return in your name and claim a refund before you do.
- Grant/Benefit Fraud: Falsely claiming unemployment, disability, or social grants that the perpetrator is not entitled to.