Live · production deploy
Real-time fraud detection
on streaming transactions
An event-driven ML pipeline that scores credit-card transactions for fraud as they
stream through Kafka — served on a live dashboard, deployed to Kubernetes via GitOps.
// stack — hover or tap to trace it in the pipeline
Kafka
Isolation Forest
FastAPI
Postgres
Kubernetes
ArgoCD
Helm
cert-manager
INGESTProducerreplays transactions
STREAMKafkatransactions.raw
SCOREIsolation Forestrisk → scored topic
SERVEQuery APIconsumes scored
DEPLOYMENT
Kubernetes (k3s)·
ArgoCD·
Helm·
cert-manager TLS