CTE inspection is amazing. I spend too much time doing that manually.
input_data = duckdb.sql("SELECT * FROM read_parquet('...')")
step_1 = duckdb.sql("SELECT ... FROM input_data JOIN ...")
step_2 = duckdb.sql("SELECT ... FROM step_1")
final = duckdb.sql("SELECT ... FROM step_2;")