high-performance, serverless spatial analytics framework using GeoArrow, DuckDB-Wasm, and Parquet. By shifting from row-based GeoJSON to a columnar architecture, the method achieves a 10x–50x performance boost, enabling the seamless browser-based visualization and processing of over ten million records without backend infrastructure.