If exporting artboards from Sketch to Zeplin takes too long, this is probably related to your file size. Even if you're exporting a single artboard, Zeplin needs to inspect the whole document because of the Sketch infrastructure at the moment.

This will hopefully be improved down the line, but for now, we’d recommend you to export multiple artboards at once or divide your file into separate smaller files.