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If not already done, then make sure you are using the latest Redshift drivers.
The blog shows client setup for DBeaver
and SQL Workbench/J
but every client can have its own way of setting up. Firstly confirm with DataGrip that it supports this integration and then make sure you are able to set the client side settings.
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I'm using the latest Redshift drivers.
To be sure, I've now tried also with DBeaver and the error is exactly the same. In both DataGrip and DBeaver I was able to set client side settings, which makes it open the webpage in the first place.
Have you configured detailed logging. https://docs.aws.amazon.com/redshift/latest/mgmt/jdbc20-configuring-logging.html
We you able to capture more details in the driver logs?