DuckDB integration

We’re considering adding DuckDB as a module in Ilum, and it’s a game-changer for lightweight, high-performance analytics. DuckDB brings SQL-based querying directly to your workflows, optimized for handling analytical workloads on smaller datasets without the overhead of a full-blown OLAP engine. Integrating DuckDB into Ilum would provide a quick, resource-efficient way to perform ad-hoc queries and exploratory analysis directly within the platform. Imagine running lightning-fast aggregations or joins on your data without spinning up a cluster. For data engineers, this could mean faster iteration cycles, simplified debugging, and the flexibility to handle both large-scale and local analytics seamlessly in one environment. https://duckdb.org/