• Full-Stack GIS Architecture: Possesses a comprehensive understanding of the entire data pipeline. He designs and builds end-to-end solutions, starting with raw data processing in , , and , creating microservices with or , and rendering the data on the frontend with and libraries such as OpenLayers or Mapbox.with raw data processing in Python, GDAL, and PostGIS, creating microservices with Django or FastAPI, and rendering the data on the frontend with React and libraries such as