Thing is supermarket produce probably uses f1 seeds so you're not sure what you're gonna get from the seed. With stuff like melons too it might be better to look for seeds that have as short a fruiting time as possible. Afterall we're not exactly blessed with the sort of weather melons usually like.
Perhaps it might be better finding out the type of pepper or whatever and then buy seed? Good luck with the germination trials though.
