How to Connect Python to a SQL Database (Straight Into a DataFrame)

Query a SQL database from Python and get a labelled DataFrame back, not bare tuples. sqlite3, pandas read_sql, parameters instead of f-strings, and how the same code reaches Postgres and MySQL.