I put together a tutorial for Apache Sedona which brings geospatial to Spark.
A project that crunches real estate and satellite imagery data with scalable spatial joins
Sedona basically makes spatial at scale way more accessible. Instead of rolling your own hacks, you get Sparks distributed compute with geospatial APIs baked in.
