Dutch Crunch Rolls

I followed this recipe pretty much exactly.

The result was certainly tasty bread but not quite the thing you get at SF delis. The top cracked in much larger islands. We slightly undercooked it.
Possibly the batter added on top was too thick? Possibly adding more oil to that mixture?