If you're running expensive queries, you may want to look at Omni - an offering that lets you run the bigQuery engine on premises.

You save on the query costs.

However, if your chief concern is just the large amount of on premises data, then you should be able to connect to your on prem data with a BigQuery connector.

Powered by anthos, one could theoretically run BigQuery on AWS as well.