Layercake converts OpenStreetMap data into SQL-queryable tables using GeoParquet format, enabling efficient remote access via HTTP without requiring full downloads. Compatible with tools like DuckDB, GeoPandas, and QGIS, it preserves OpenStreetMap's native tag structure rather than imposing a new schema.