---
title: "Discussion on \"I Built a Production MLOps Pipeline for Fraud Detection That Automatically Retrains When It Detects Data Drift — Full Implementation\" | Hashnode"
description: "Discussion on \"I Built a Production MLOps Pipeline for Fraud Detection That Automatically Retrains When It Detects Data Drift — Full Implementation\". A Fraud Detection Model That Nobody Was Watching\nIt was the quarterly business review when the CFO asked a question nobody on the engineering team could answer.\n\"Our fraud loss rate has been climbing"
url: "https://hashnode.com/posts/i-built-a-production-mlops-pipeline-for-fraud-detection-that-automatically-retrains-when-it-detects-data-drift-full-implementation/6a8a024d25554e2b5e95a08d"
---

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# [I Built a Production MLOps Pipeline for Fraud Detection That Automatically Retrains When It Detects Data Drift — Full Implementation](https://emmanuelubani.hashnode.dev/i-built-a-production-mlops-pipeline-for-fraud-detection-that-automatically-retrains-when-it-detects-data-drift-full-implementation?utm_source=hashnode&utm_medium=feed)

A Fraud Detection Model That Nobody Was Watching It was the quarterly business review when the CFO asked a question nobody on the engineering team could answer. "Our fraud loss rate has been climbing

Aug 22 · 17 min read · emmanuelubani.hashnode.dev  
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## Written by

[Ubani Obiajulum Emmanuel](https://hashnode.com/@ubaniemmanuel)

@ubaniemmanuel · Lagos, Nigeria

  
[View profile](https://hashnode.com/@ubaniemmanuel)

AI Infrastructure Engineer | DevOps • Cloud • LLMOps • Platform Engineering

I'm an AI Infrastructure & DevOps Engineer building production-minded systems across cloud infrastructure, DevOps, platform engineering, LLMOps, and AI automation. I build in public and document what I learn along the way — architecture, infrastructure-as-code, CI/CD pipelines, Kubernetes, observability, security, cost optimization, AI infrastructure, failures, and lessons learned. This blog is my engineering portfolio: real projects, real implementations, and the thinking behind the systems I build. If you're a hiring manager, engineering leader, or fellow builder interested in AI infrastructure, DevOps, and modern cloud engineering, you're welcome here.

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