DuckDB is a lightweight, embedded database that lets you run SQL queries directly on Pandas DataFrames—no servers, no hassle.

https://youtu.be/nWxwqxb0FCk?si=Uu7VUveU8xlnZo5a

https://www.youtube.com/watch?v=8SYQtpSk_OI