The general consensus is that a Tumblr Blog export takes 12 to 24 hours, depending on the blog's size. But some people have reported that it took them as long as 3 to 4 days. Don't worry that the Tumblr export is not working if nothing seems to happen in a couple of hours. Once you start the export process, check periodically if it has completed.