from deltalake import DeltaTable import pandas as pd @transformer def transform(magic_energy, *args, **kwargs): dt = DeltaTable( # Change this to your unique URI from a previous step # if you’re using your own AWS credentials. 's3://mage-demo-public/battle-history/1337', storage_options={ 'AWS_ACCESS_KEY_ID': '...', 'AWS_SECRET_ACCESS_KEY': '...', }, ) battle_history = dt.to_pandas() return pd.concat([magic_energy, battle_history])