Leaving the skins on the tomatoes does make them a bit chewy once pickled, however if you do want the time consuming job of removing the skin off each tomato here’s how: score a small ‘x’ in the bottom of each using a sharp knife, drop in boiling water for 10-20 seconds or until skin easily slips off once rubbed.