- Focused on Python-based geospatial workflows rather than proprietary GIS software.
- Emphasizes coding, automation, and reproducible analysis with GeoPandas.
- Hands-on projects include data manipulation, spatial queries, and visualization.
- Limited coverage of raster analysis or performance optimization for large datasets.
- Ideal for data professionals wanting programmatic GIS skills.
