Very interesting comparison. Do you know why BigQuery takes much longer to run if it is using an ARIMA?

Also, how would someone know this particular combination of stats methods in the ensemble will produce good results beforehand?

The results are interesting, but you should include more recent deep learning approaches (not only from GluonTS).