How to Build a Real-Time Ad Fraud Dashboard with...

Monitor your ad traffic quality in real-time. Here's a complete implementation using Python, WebSocket, and a simple frontend. Architecture Ad Traffic → Collector → Analysis Engine → WebSocket Server → Dashboard ↓ Alert System Backend (Python + FastAPI) from fastapi import FastAPI, WebSocket import asyncio import json app = FastAPI() connected_clients = set() class TrafficAnalyzer: def __init__(self): self.stats = { 'total_visits': 0, 'bot_detected': 0, 'human_verified': 0, 'suspicious': 0 } def