Ibis — Portable Python Analytics Overview Ibis, the Python dataframe library that provides a pandas-like API but generates SQL for execution on any backend — DuckDB, PostgreSQL, BigQuery, Snowflake, Spark, and more. Helps developers write analytics code once and run it anywhere without rewriting SQL for each database. Instructions Basic Usage Complex Transformations Backend Portability UDFs and Custom Functions Installation Examples Example 1: Migrating a pandas pipeline to run on BigQuery User request: The agent rewrites the pandas code using Ibis expressions ( , , , window functions with ),…