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Case Study

Aire AMBA

Realtime Visualization / Frontend project

Realtime air quality visualization platform using React, Leaflet and WAQI integration.

RepositoryMore projects

Stack

ReactLeafletTailwindWAQI APIVite

Problem

Air quality data is easier to understand when it is mapped spatially and updated in a lightweight interface.

Approach

The app combines React, Leaflet, Tailwind and WAQI data to create a real-time visualization experience for the AMBA area.

Key Decisions

  • Use Leaflet for map interaction instead of building custom geospatial UI.
  • Keep the interface focused on visualization clarity.
  • Separate this as a frontend project while still showing API integration experience.

Tradeoffs

  • External data availability and API limits shape the user experience.
  • This project is intentionally labeled as frontend so it does not overstate backend depth.