Duckdb is outrageously useful. Great on its own, but slots in perfectly reading and providing back arrow data frames, meaning you can seamlessly swap between tools when SQL for some parts and other tools better for others. Also very fast. I was able to throw away designs for multi machine setups as duckdb on its own was fast enough to not worry about anything else.