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Funnel Analysis — Interactive Dashboard

A fully interactive e-commerce conversion funnel analysis dashboard built with Plotly Dash. Analyze 50,000 user sessions with live filters across device, traffic source, country, and category.

Features

  • Live KPIs — users, conversions, CVR, revenue, AOV
  • Interactive funnel visualization with drop-off rates
  • CVR breakdown by device, traffic source, category, country
  • Monthly trend with dual-axis (CVR + volume)
  • Revenue intelligence by category and source
  • Day-of-week conversion patterns
  • All charts update instantly on filter change

Tech Stack

  • Python — Dash, Plotly, Pandas
  • Data — 50,000 simulated e-commerce sessions

Setup

  1. Clone the repo
  2. python -m venv venv then activate
  3. pip install -r requirements.txt
  4. Place funnel_data.csv in data/ folder
  5. python app.py
  6. Open http://localhost:8050

Screenshot

Screenshot 2026-05-06 084031

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Interactive e-commerce conversion funnel dashboard — drop-off analysis across device, traffic source, country and category across 50K simulated sessions

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