This repository demonstrates a production-grade funnel and growth analytics platform similar to those used at FAANG and top subscription companies.
It integrates PostgreSQL, SQL, Python, R, Docker, and Kubernetes to show end-to-end ownership from raw events to executive decisions.
Where do users drop off in the subscription funnel, and what is the expected business impact of improving each step?
- Event-level data modeling (PostgreSQL)
- SQL-first funnel analytics
- Python-based ETL & orchestration
- R-based statistical validation
- Containerization with Docker
- Deployment-ready Kubernetes manifests
funnel-growth-analytics-platform/
├── data/ # Synthetic event-level data
├── sql/ # Funnel & cohort queries
├── src/
│ ├── python/ # ETL & analytics logic
│ └── r/ # Statistical validation
├── docker/ # Container images
├── k8s/ # Kubernetes manifests
└── reports/ # Executive summaries
docker-compose up