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When you establish a connection to AWS Timestream using temporary credentials, the connection itself will remain active as long as it's being used, even if the credentials have expired. AWS Timestream does not automatically close the connection when the credentials expire, but the expired credentials will cause any further requests to fail with an "AccessDenied" or a similar error.
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The first part of your post made me feel relieved. The second part made me anxious again :D What do you mean, specifically, by "further requests"? Do you mean any brand new connections, or... ?