What is Spatial Data Science (SDS)? Spatial Data Science is a systematic approach that transforms raw geographic data into actionable insights. From data gathering and engineering to scripting, modeling, visualization, and feedback, Spatial Data Science integrates advanced technologies and methodologies to solve complex spatial problems.