Flagship technical case study

Full Stack NFL Analytics Platform

A full-stack production application built around proprietary NFL analytics and a trained model, with live market data, real-time ingestion, user management, commerce, and automated deployment.

Full Stack NFL analytics platform matchup intelligence screen
Application
Full stack
Data
Historical + real-time
Modeling
Proprietary layer
Deployment
Cloudflare + CI/CD

What I built

The platform combines a proprietary analytical/modeling layer with live sportsbook data, historical NFL data, matchup intelligence, user accounts, memberships, and production infrastructure. It is designed as an actual application rather than a model notebook or static dashboard.

End-to-end scope

  • Full-stack application
  • External APIs and live odds feeds
  • Real-time data ingestion and WebSockets
  • Proprietary trained model and custom analytics
  • Authentication, user management, and passwordless email sign-in
  • E-commerce and membership payments
  • DNS/domain configuration
  • Production deployment and infrastructure
  • Data pipelines
  • Frontend + backend development

Data + analytics

Historical football data is sourced from nflverse / nflfastR. Betting markets come from The Odds API. The application layers proprietary multi-book consensus calculations, custom datasets, statistics, backtesting, and matchup/model outputs on top.

The important part of this project is the integration: model → data pipeline → APIs → database → authentication → payments → frontend → automated deployment.

Architecture

NFLVERSE
THE ODDS API
INGESTION
+ PIPELINES
MODEL
+ ANALYTICS
WORKERS
D1 / R2
NEXT.JS
REACT UI