Is there a way to gather 25K to 70K jira records without having to manually run the Jira API calls?
I am not sure what you mean by "gather" or "manually" in that question.
Yes, you have to use one of the APIs (internal Java or external REST) to read a batch of issues, but I'm not sure what the rest of the question is.
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