SSM Connection timout after 15 mins when attempting to connect to redshift through bastion host

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I have an issue where I am connecting to redshift using a jumpbox/bastion host via a ssm document. I can run one query and then the connection appears to timeout after 15 mins. I would like to sustain the connection for an hour or more. I am kinda at a loss why this timeout is happening and was wondering if anybody has some pointers or has encountered the issue before and knows what the problem might be?

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