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i setup the VPN connection between my on-prem sql server and GCP. i need to load more than 10 million rows data from sql server to bigquery. is there any way to achieve it? can i use SSIS to load the data to bigquery?

my team lead request to use dataflow to load the data to bigquery and not using SSIS.

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In regards to using SSIS to load the data from the on-premises SQL Server to BigQuery, this might be what you're looking for. As for using Cloud Dataflow, the official GCP documentation details how it can be done, although you might need to use Cloud Storage as an intermediate data sink.