We will cover what's new in BDT, while showcasing real world problems being solved by using Big Data Toolkit or GeoAnalytics Engine such as tabulate area, zonal statistics, raster, hot spot analysis, vessel density analysis. We will also showcase how geospatial analystics at scale can be interactive leveraging large language models (LLMs).