After about a minute, remove from ice water. Remove all the skin and dice. Seed tomatoes if desired. Place diced tomatoes in a new large pot and turn heat to medium-low. Continue with remainder of tomatoes.
Add salt and sugar and let simmer for about 10-15 minutes depending on how crunchy or soft you want your peppers. Transfer to a quart-sized Mason jar and store in the fridge.