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My question is how does SPICE differ from BigQuery? I can connect to BigQuery from Tableau, BIME, Chartio, etc.

The documentation for QuickSight mentions that Tableau can connect to SPICE as well.

Not sure about BIME, Chartio. But Tableau certainly connects to Google BigQuery.

Both Chartio and BIME do support BigQuery as well.