Hey @sailpilot,
This is most likely a timeout issue. If you have a large DB you might try the mysqldump option if GD allows it... Checkout this section on the FAQs I believe it may help with this issue:
-> Browse to: http://lifeinthegrid.com/duplicator-faq
-> Find section: "3. Troubleshoot=> Timeout Issues"
Hope that helps!